From b9378f8e5ee2ab93423e51b3399f71a3301cc671 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 1 Nov 2017 19:39:49 +0000 Subject: [PATCH 001/141] Starting work on a separate recorder, this will allow for a nicer separation of executables and utilities and make it much easier to integrate with the GUI as it will not rely on it's own recorder. --- OpenFace.sln | 11 ++ exe/Recording/Recording.vcxproj | 3 + lib/local/Recorder/Recorder.vcxproj | 156 ++++++++++++++++++ lib/local/Recorder/include/RecorderCSV.h | 80 +++++++++ lib/local/Recorder/include/RecorderHOG.h | 68 ++++++++ lib/local/Recorder/include/RecorderOpenFace.h | 108 ++++++++++++ lib/local/Recorder/src/RecorderCSV.cpp | 147 +++++++++++++++++ lib/local/Recorder/src/RecorderOpenFace.cpp | 102 ++++++++++++ 8 files changed, 675 insertions(+) create mode 100644 lib/local/Recorder/Recorder.vcxproj create mode 100644 lib/local/Recorder/include/RecorderCSV.h create mode 100644 lib/local/Recorder/include/RecorderHOG.h create mode 100644 lib/local/Recorder/include/RecorderOpenFace.h create mode 100644 lib/local/Recorder/src/RecorderCSV.cpp create mode 100644 lib/local/Recorder/src/RecorderOpenFace.cpp diff --git a/OpenFace.sln b/OpenFace.sln index 4b49708..9c19ba7 100644 --- a/OpenFace.sln +++ b/OpenFace.sln @@ -25,6 +25,8 @@ Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "FaceLandmarkImg", "exe\Face EndProject Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "GazeAnalyser", "lib\local\GazeAnalyser\GazeAnalyser.vcxproj", "{5F915541-F531-434F-9C81-79F5DB58012B}" EndProject +Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "Recorder", "lib\local\Recorder\Recorder.vcxproj", "{8E741EA2-9386-4CF2-815E-6F9B08991EAC}" +EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution Debug|Win32 = Debug|Win32 @@ -105,6 +107,14 @@ Global {5F915541-F531-434F-9C81-79F5DB58012B}.Release|Win32.Build.0 = Release|Win32 {5F915541-F531-434F-9C81-79F5DB58012B}.Release|x64.ActiveCfg = Release|x64 {5F915541-F531-434F-9C81-79F5DB58012B}.Release|x64.Build.0 = Release|x64 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Debug|Win32.ActiveCfg = Debug|Win32 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Debug|Win32.Build.0 = Debug|Win32 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Debug|x64.ActiveCfg = Debug|x64 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Debug|x64.Build.0 = Debug|x64 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Release|Win32.ActiveCfg = Release|Win32 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Release|Win32.Build.0 = Release|Win32 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Release|x64.ActiveCfg = Release|x64 + {8E741EA2-9386-4CF2-815E-6F9B08991EAC}.Release|x64.Build.0 = Release|x64 EndGlobalSection GlobalSection(SolutionProperties) = preSolution HideSolutionNode = FALSE @@ -119,5 +129,6 @@ Global {34032CF2-1B99-4A25-9050-E9C13DD4CD0A} = {9961DDAC-BE6E-4A6E-8EEF-FFC7D67BD631} {DDC3535E-526C-44EC-9DF4-739E2D3A323B} = {9961DDAC-BE6E-4A6E-8EEF-FFC7D67BD631} {5F915541-F531-434F-9C81-79F5DB58012B} = {99FEBA13-BDDF-4076-B57E-D8EF4076E20D} + {8E741EA2-9386-4CF2-815E-6F9B08991EAC} = {99FEBA13-BDDF-4076-B57E-D8EF4076E20D} EndGlobalSection EndGlobal diff --git a/exe/Recording/Recording.vcxproj b/exe/Recording/Recording.vcxproj index 5f04e4c..ffd4bbd 100644 --- a/exe/Recording/Recording.vcxproj +++ b/exe/Recording/Recording.vcxproj @@ -86,6 +86,7 @@ Level3 Disabled true + ./include;%(AdditionalIncludeDirectories) true @@ -110,6 +111,7 @@ false Cdecl true + ./include;%(AdditionalIncludeDirectories) true @@ -128,6 +130,7 @@ false Cdecl true + ./include;%(AdditionalIncludeDirectories) true diff --git a/lib/local/Recorder/Recorder.vcxproj b/lib/local/Recorder/Recorder.vcxproj new file mode 100644 index 0000000..13029d5 --- /dev/null +++ b/lib/local/Recorder/Recorder.vcxproj @@ -0,0 +1,156 @@ +ļ»æ + + + + Debug + Win32 + + + Release + Win32 + + + Debug + x64 + + + Release + x64 + + + + {8E741EA2-9386-4CF2-815E-6F9B08991EAC} + Win32Proj + Recorder + 8.1 + + + + StaticLibrary + true + v140 + Unicode + + + StaticLibrary + false + v140 + true + Unicode + + + StaticLibrary + true + v140 + Unicode + + + StaticLibrary + false + v140 + true + Unicode + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + Level3 + Disabled + WIN32;_DEBUG;_LIB;%(PreprocessorDefinitions) + ./include;%(AdditionalIncludeDirectories) + + + Windows + + + + + + + Level3 + Disabled + _DEBUG;_LIB;%(PreprocessorDefinitions) + ./include;%(AdditionalIncludeDirectories) + + + Windows + + + + + Level3 + + + MaxSpeed + true + true + WIN32;NDEBUG;_LIB;%(PreprocessorDefinitions) + ./include;%(AdditionalIncludeDirectories) + + + Windows + true + true + + + + + Level3 + + + MaxSpeed + true + true + NDEBUG;_LIB;%(PreprocessorDefinitions) + ./include;%(AdditionalIncludeDirectories) + + + Windows + true + true + + + + + + + + + + + + + + + + + + \ No newline at end of file diff --git a/lib/local/Recorder/include/RecorderCSV.h b/lib/local/Recorder/include/RecorderCSV.h new file mode 100644 index 0000000..9b58426 --- /dev/null +++ b/lib/local/Recorder/include/RecorderCSV.h @@ -0,0 +1,80 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __RECORDER_CSV_h_ +#define __RECORDER_CSV_h_ + +// System includes +#include +#include +#include + +namespace Recorder +{ + + //=========================================================================== + /** + A class for recording CSV file from OpenFace + */ + class RecorderCSV { + + public: + + // The constructor for the recorder, need to specify if we are recording a sequence or not + RecorderCSV(); + + // Opening the file and preparing the header for it + bool open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, + int num_face_landmarks, int num_model_modes, int num_eye_landmarks, std::vector au_names_class, std::vector au_names_reg); + + // Closing the file and cleaning up + void close(); + + void writeLine(); + + // TODO have set functions? + + private: + + // The actual output file stream that will be written + std::ofstream output_file; + + // If we are recording results from a sequence each row refers to a frame, if we are recording an image each row is a face + bool is_sequence; + + // Internal storage of OF outputs + + + }; +} +#endif \ No newline at end of file diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Recorder/include/RecorderHOG.h new file mode 100644 index 0000000..45797c9 --- /dev/null +++ b/lib/local/Recorder/include/RecorderHOG.h @@ -0,0 +1,68 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __RECORDER_HOG_h_ +#define __RECORDER_HOG_h_ + +// System includes +#include +#include + +namespace Recorder +{ + + //=========================================================================== + /** + A class for recording CSV file from OpenFace + */ + class RecorderHOG { + + public: + + // The constructor for the recorder, by default does not do anything + RecorderHOG() {}; + + + // Adding observations to the recorder + void AddObservationHOG(cv::Mat_ aligned_HOG, bool success); + + void Open(std::string filename); + + void Close(); + + private: + std::ofstream hog_file; + + }; +} +#endif \ No newline at end of file diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h new file mode 100644 index 0000000..451b9db --- /dev/null +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -0,0 +1,108 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __RECORDER_OPENFACE_h_ +#define __RECORDER_OPENFACE_h_ + +#include "RecorderCSV.h" +#include "RecorderHOG.h" + +// System includes +#include +#include + +namespace Recorder +{ + + //=========================================================================== + /** + A class for recording CSV file from OpenFace + */ + class RecorderOpenFace { + + public: + + // The constructor for the recorder, need to specify if we are recording a sequence or not + RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, + bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, + const std::vector& au_names_class, const std::vector& au_names_reg); + + // Simplified constructor that records all + RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, + const std::vector& au_names_class, const std::vector& au_names_reg); + + // TODO copy, move, destructors + + // Closing and cleaning up the recorder + void Close(); + + // Adding observations to the recorder + void AddObservationLandmarks(const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D); + void AddObservationLandmarkParameters(const cv::Vec6d& params_global, const cv::Mat_& params_local); + void AddObservationPose(const cv::Vec6d& pose); + void AddObservationActionUnits(const std::vector >& au_intensities, + const std::vector >& au_occurences); + void AddObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, + const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks); + void AddObservationFaceAlign(const cv::Mat& aligned_face); + void AddObservationHOG(const cv::Mat_& aligned_HOG); + void AddObservationSuccess(double confidence, bool success); + void AddObservationTimestamp(double timestamp); + + private: + + // Keep track of the file and output root location + std::string record_root; + std::string filename; + + // The actual output file stream that will be written + RecorderCSV csv_recorder; + RecorderHOG hog_recorder; + + // If we are recording results from a sequence each row refers to a frame, if we are recording an image each row is a face + bool is_sequence; + + // Keep track of what we are recording + bool output_2D_landmarks; + bool output_3D_landmarks; + bool output_model_params; + bool output_pose; + bool output_AUs; + bool output_gaze; + bool output_hog; + bool output_tracked_video; + bool output_aligned_faces; + + }; +} +#endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp new file mode 100644 index 0000000..93d2b1a --- /dev/null +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -0,0 +1,147 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "RecorderCSV.h" + +// For sorting +#include + +using namespace Recorder; + +// Default constructor initializes the variables +RecorderCSV::RecorderCSV():output_file(){}; + +// TODO the other 4 constructors + destructors? + +// Opening the file and preparing the header for it +bool RecorderCSV::open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, + int num_face_landmarks, int num_model_modes, int num_eye_landmarks, std::vector au_names_class, std::vector au_names_reg) +{ + output_file.open(output_file_name, std::ios_base::out); + + // Different headers if we are writing out the results on a sequence or an individual image + if(this->is_sequence) + { + output_file << "frame, timestamp, confidence, success"; + } + else + { + output_file << "face, confidence"; + } + + if (output_gaze) + { + output_file << ", gaze_0_x, gaze_0_y, gaze_0_z, gaze_1_x, gaze_1_y, gaze_1_z, gaze_angle_x, gaze_angle_y"; + + for (int i = 0; i < num_eye_landmarks; ++i) + { + output_file << ", eye_lmk_x_" << i; + } + for (int i = 0; i < num_eye_landmarks; ++i) + { + output_file << ", eye_lmk_y_" << i; + } + } + + if (output_pose) + { + output_file << ", pose_Tx, pose_Ty, pose_Tz, pose_Rx, pose_Ry, pose_Rz"; + } + + if (output_2D_landmarks) + { + for (int i = 0; i < num_face_landmarks; ++i) + { + output_file << ", x_" << i; + } + for (int i = 0; i < num_face_landmarks; ++i) + { + output_file << ", y_" << i; + } + } + + if (output_3D_landmarks) + { + for (int i = 0; i < num_face_landmarks; ++i) + { + output_file << ", X_" << i; + } + for (int i = 0; i < num_face_landmarks; ++i) + { + output_file << ", Y_" << i; + } + for (int i = 0; i < num_face_landmarks; ++i) + { + output_file << ", Z_" << i; + } + } + + // Outputting model parameters (rigid and non-rigid), the first parameters are the 6 rigid shape parameters, they are followed by the non rigid shape parameters + if (output_model_params) + { + output_file << ", p_scale, p_rx, p_ry, p_rz, p_tx, p_ty"; + for (int i = 0; i < num_model_modes; ++i) + { + output_file << ", p_" << i; + } + } + + if (output_AUs) + { + std::sort(au_names_reg.begin(), au_names_reg.end()); + for (std::string reg_name : au_names_reg) + { + output_file << ", " << reg_name << "_r"; + } + + std::sort(au_names_class.begin(), au_names_class.end()); + for (std::string class_name : au_names_class) + { + output_file << ", " << class_name << "_c"; + } + } + + output_file << std::endl; + +} + +// TODO check if the stream is open +//void writeLine(int frame_count, double time_stamp, bool detection_success, +// cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, cv::Vec2d gaze_angle, cv::Vec6d& pose_estimate, double fx, double fy, double cx, double cy, +// const FaceAnalysis::FaceAnalyser& face_analyser); + +// Closing the file and cleaning up +void RecorderCSV::close() +{ + output_file.close(); +} diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp new file mode 100644 index 0000000..144c895 --- /dev/null +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -0,0 +1,102 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "RecorderOpenFace.h" + +// For sorting +#include + +// File manipulation +#include +#include +#include + +// Boost includes for file system manipulation +#include +#include +#include + +using namespace boost::filesystem; + +using namespace Recorder; + +void create_directory(std::string output_path) +{ + + // Creating the right directory structure + auto p = path(output_path); + + if (!boost::filesystem::exists(p)) + { + bool success = boost::filesystem::create_directories(p); + + if (!success) + { + std::cout << "Failed to create a directory..." << p.string() << std::endl; + } + } +} + + +RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, + bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, + const std::vector& au_names_class, const std::vector& au_names_reg): + is_sequence(sequence), output_2D_landmarks(output_2D_landmarks), output_3D_landmarks(output_3D_landmarks), output_aligned_faces(output_aligned_faces), + output_AUs(output_AUs), output_gaze(output_gaze), output_hog(output_hog), output_model_params(output_model_params), + output_pose(output_pose), output_tracked_video(output_tracked_video) +{ + + // From the filename, strip out the name without directory and extension + filename = path(in_filename).replace_extension("").filename().string(); + record_root = out_directory; + + // Construct the directories required for the output + create_directory(record_root); + + // Create the required individual recorders, CSV, HOG, aligned, video + std::string csv_filename = (path(record_root) / path(filename).replace_extension(".csv")).string(); + csv_recorder.open(csv_filename, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, + output_AUs, output_gaze, num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); + + // Consruct HOG recorder here + std::string hog_filename = (path(record_root) / path(filename).replace_extension(".hog")).string(); + hog_recorder.Open(hog_filename); + + // TODO construct a video recorder + + // Prepare image recording + +} + +// TODO the other 4 constructors + destructors? + From 32a9ee0a7ed22674121ee92fb75c13134a3bb5de Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 1 Nov 2017 19:59:23 +0000 Subject: [PATCH 002/141] Working on the HOG recorder. --- lib/local/Recorder/include/RecorderCSV.h | 6 +- lib/local/Recorder/include/RecorderHOG.h | 12 ++-- lib/local/Recorder/src/RecorderHOG.cpp | 89 ++++++++++++++++++++++++ 3 files changed, 100 insertions(+), 7 deletions(-) create mode 100644 lib/local/Recorder/src/RecorderHOG.cpp diff --git a/lib/local/Recorder/include/RecorderCSV.h b/lib/local/Recorder/include/RecorderCSV.h index 9b58426..2b6933a 100644 --- a/lib/local/Recorder/include/RecorderCSV.h +++ b/lib/local/Recorder/include/RecorderCSV.h @@ -54,13 +54,13 @@ namespace Recorder RecorderCSV(); // Opening the file and preparing the header for it - bool open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, + bool Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, std::vector au_names_class, std::vector au_names_reg); // Closing the file and cleaning up - void close(); + void Close(); - void writeLine(); + void WriteLine(); // TODO have set functions? diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Recorder/include/RecorderHOG.h index 45797c9..7971eb2 100644 --- a/lib/local/Recorder/include/RecorderHOG.h +++ b/lib/local/Recorder/include/RecorderHOG.h @@ -50,19 +50,23 @@ namespace Recorder public: // The constructor for the recorder, by default does not do anything - RecorderHOG() {}; + RecorderHOG(int num_rows, int num_cols, int num_channels); - // Adding observations to the recorder - void AddObservationHOG(cv::Mat_ aligned_HOG, bool success); + void AddObservationHOG(bool success, const cv::Mat_& hog_descriptor); - void Open(std::string filename); + bool Open(std::string filename); void Close(); + private: + std::ofstream hog_file; + int num_rows; + int num_cols; + const int num_channels; }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderHOG.cpp b/lib/local/Recorder/src/RecorderHOG.cpp new file mode 100644 index 0000000..fb75b29 --- /dev/null +++ b/lib/local/Recorder/src/RecorderHOG.cpp @@ -0,0 +1,89 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "RecorderHOG.h" + +#include + +using namespace Recorder; + +// Default constructor initializes the variables +RecorderHOG::RecorderHOG(int num_rows, int num_cols, int num_channels) :hog_file(),num_rows(num_rows), num_cols(num_cols), num_channels(num_channels) {}; + +// TODO the other 4 constructors + destructors? + +// Opening the file and preparing the header for it +bool RecorderHOG::Open(std::string output_file_name) +{ + hog_file.open(output_file_name, std::ios_base::out | std::ios_base::binary); + + return hog_file.is_open(); +} + +void RecorderHOG::Close() +{ + hog_file.close(); +} + +// Writing to a HOG file +void RecorderHOG::AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor) +{ + + hog_file.write((char*)(&num_cols), 4); + hog_file.write((char*)(&num_rows), 4); + hog_file.write((char*)(&num_channels), 4); + + // Not the best way to store a bool, but will be much easier to read it + float good_frame_float; + if (good_frame) + good_frame_float = 1; + else + good_frame_float = -1; + + hog_file.write((char*)(&good_frame_float), 4); + + cv::MatConstIterator_ descriptor_it = hog_descriptor.begin(); + + for (int y = 0; y < num_cols; ++y) + { + for (int x = 0; x < num_rows; ++x) + { + for (unsigned int o = 0; o < 31; ++o) + { + + float hog_data = (float)(*descriptor_it++); + hog_file.write((char*)&hog_data, 4); + } + } + } +} \ No newline at end of file From 550b3250950305885521c89af276ef9515cbbeaf Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 1 Nov 2017 20:03:31 +0000 Subject: [PATCH 003/141] Bit more on HOG recording. --- lib/local/Recorder/include/RecorderHOG.h | 7 ++----- lib/local/Recorder/include/RecorderOpenFace.h | 2 +- lib/local/Recorder/src/RecorderHOG.cpp | 4 ++-- lib/local/Recorder/src/RecorderOpenFace.cpp | 12 ++++++++++-- 4 files changed, 15 insertions(+), 10 deletions(-) diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Recorder/include/RecorderHOG.h index 7971eb2..4a21451 100644 --- a/lib/local/Recorder/include/RecorderHOG.h +++ b/lib/local/Recorder/include/RecorderHOG.h @@ -50,10 +50,10 @@ namespace Recorder public: // The constructor for the recorder, by default does not do anything - RecorderHOG(int num_rows, int num_cols, int num_channels); + RecorderHOG(); // Adding observations to the recorder - void AddObservationHOG(bool success, const cv::Mat_& hog_descriptor); + void AddObservationHOG(bool success, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); bool Open(std::string filename); @@ -64,9 +64,6 @@ namespace Recorder std::ofstream hog_file; - int num_rows; - int num_cols; - const int num_channels; }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index 451b9db..befd083 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -75,7 +75,7 @@ namespace Recorder void AddObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks); void AddObservationFaceAlign(const cv::Mat& aligned_face); - void AddObservationHOG(const cv::Mat_& aligned_HOG); + void AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); void AddObservationSuccess(double confidence, bool success); void AddObservationTimestamp(double timestamp); diff --git a/lib/local/Recorder/src/RecorderHOG.cpp b/lib/local/Recorder/src/RecorderHOG.cpp index fb75b29..8d56800 100644 --- a/lib/local/Recorder/src/RecorderHOG.cpp +++ b/lib/local/Recorder/src/RecorderHOG.cpp @@ -38,7 +38,7 @@ using namespace Recorder; // Default constructor initializes the variables -RecorderHOG::RecorderHOG(int num_rows, int num_cols, int num_channels) :hog_file(),num_rows(num_rows), num_cols(num_cols), num_channels(num_channels) {}; +RecorderHOG::RecorderHOG() :hog_file() {}; // TODO the other 4 constructors + destructors? @@ -56,7 +56,7 @@ void RecorderHOG::Close() } // Writing to a HOG file -void RecorderHOG::AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor) +void RecorderHOG::AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) { hog_file.write((char*)(&num_cols), 4); diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 144c895..1ff51c7 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -89,8 +89,11 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s output_AUs, output_gaze, num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); // Consruct HOG recorder here - std::string hog_filename = (path(record_root) / path(filename).replace_extension(".hog")).string(); - hog_recorder.Open(hog_filename); + if(output_hog) + { + std::string hog_filename = (path(record_root) / path(filename).replace_extension(".hog")).string(); + hog_recorder.Open(hog_filename); + } // TODO construct a video recorder @@ -98,5 +101,10 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s } +void RecorderOpenFace::AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) +{ + hog_recorder.AddObservationHOG(good_frame, hog_descriptor, num_cols, num_rows, num_channels); +} + // TODO the other 4 constructors + destructors? From 822ade42b9569e2303c198903f7c88eb51515cbf Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 1 Nov 2017 20:29:57 +0000 Subject: [PATCH 004/141] Working for first incorporation of Recorder to FeatureExtraction --- exe/FeatureExtraction/FeatureExtraction.cpp | 9 +++++++++ exe/FeatureExtraction/FeatureExtraction.vcxproj | 11 +++++++---- lib/local/Recorder/Recorder.vcxproj | 4 +--- 3 files changed, 17 insertions(+), 7 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 5ecdda1..e3fbbde 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -56,6 +56,7 @@ #include #include #include +#include #ifndef CONFIG_DIR #define CONFIG_DIR "~" @@ -398,6 +399,14 @@ int main (int argc, char **argv) prepareOutputFile(&output_file, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames()); } + // TODO this should always be video input + int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced + Recorder::RecorderOpenFace openFaceRec(output_file, input_files[f_n], video_input || images_as_video, face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, output_pose, output_AUs, output_gaze, output_hog, !tracked_videos_output.empty(), !output_hog_align_files.empty() face_analyser.GetAUClassNames(), face_analyser.GetAURegNames(), output_gaze, ) + +//const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, + bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, + const std::vector& au_names_class, const std::vector& au_names_reg + // Saving the HOG features std::ofstream hog_output_file; if(!output_hog_align_files.empty()) diff --git a/exe/FeatureExtraction/FeatureExtraction.vcxproj b/exe/FeatureExtraction/FeatureExtraction.vcxproj index 12df2bc..0499c48 100644 --- a/exe/FeatureExtraction/FeatureExtraction.vcxproj +++ b/exe/FeatureExtraction/FeatureExtraction.vcxproj @@ -111,7 +111,7 @@ Level3 Disabled WIN32;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) false StreamingSIMDExtensions2 true @@ -127,7 +127,7 @@ Level3 Disabled WIN64;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) false AdvancedVectorExtensions true @@ -145,7 +145,7 @@ false true WIN32;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) false Speed StreamingSIMDExtensions2 @@ -167,7 +167,7 @@ false true WIN64;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) false Speed AdvancedVectorExtensions @@ -194,6 +194,9 @@ {bdc1d107-de17-4705-8e7b-cdde8bfb2bf8} + + {8e741ea2-9386-4cf2-815e-6f9b08991eac} + diff --git a/lib/local/Recorder/Recorder.vcxproj b/lib/local/Recorder/Recorder.vcxproj index 13029d5..df3112e 100644 --- a/lib/local/Recorder/Recorder.vcxproj +++ b/lib/local/Recorder/Recorder.vcxproj @@ -138,11 +138,9 @@ true - - - + From f00d1fe51e201ed4f5a048308c51af6914b18180 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 2 Nov 2017 09:06:53 +0000 Subject: [PATCH 005/141] Working on the recorder interface. --- lib/local/Recorder/include/RecorderHOG.h | 5 +- lib/local/Recorder/include/RecorderOpenFace.h | 57 ++++++++++++++++--- lib/local/Recorder/src/RecorderCSV.cpp | 9 ++- lib/local/Recorder/src/RecorderHOG.cpp | 2 +- lib/local/Recorder/src/RecorderOpenFace.cpp | 50 ++++++++++++++-- 5 files changed, 105 insertions(+), 18 deletions(-) diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Recorder/include/RecorderHOG.h index 4a21451..2e05902 100644 --- a/lib/local/Recorder/include/RecorderHOG.h +++ b/lib/local/Recorder/include/RecorderHOG.h @@ -38,6 +38,9 @@ #include #include +#include +#include + namespace Recorder { @@ -53,7 +56,7 @@ namespace Recorder RecorderHOG(); // Adding observations to the recorder - void AddObservationHOG(bool success, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); + void SetObservationHOG(bool success, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); bool Open(std::string filename); diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index befd083..f0b5414 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -67,17 +67,32 @@ namespace Recorder void Close(); // Adding observations to the recorder - void AddObservationLandmarks(const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D); - void AddObservationLandmarkParameters(const cv::Vec6d& params_global, const cv::Mat_& params_local); - void AddObservationPose(const cv::Vec6d& pose); - void AddObservationActionUnits(const std::vector >& au_intensities, + + // Required observations for video/image-sequence + void SetObservationTimestamp(double timestamp); + + // All observations relevant to facial landmarks + void SetObservationLandmarks(const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, + const cv::Vec6d& params_global, const cv::Mat_& params_local, double confidence, bool success); + + // Pose related observations + void SetObservationPose(const cv::Vec6d& pose); + + // AU related observations + void SetObservationActionUnits(const std::vector >& au_intensities, const std::vector >& au_occurences); - void AddObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, + + // Gaze related observations + void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks); - void AddObservationFaceAlign(const cv::Mat& aligned_face); - void AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); - void AddObservationSuccess(double confidence, bool success); - void AddObservationTimestamp(double timestamp); + + // Face alignment related observations + void SetObservationFaceAlign(const cv::Mat& aligned_face); + + // HOG feature related observations + void SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); + + void WriteObservation(); private: @@ -103,6 +118,30 @@ namespace Recorder bool output_tracked_video; bool output_aligned_faces; + // The actual temporary storage for the observations + double timestamp; + + // Facial landmark related observations + cv::Mat_ landmarks_2D; + cv::Mat_ landmarks_3D; + cv::Vec6d params_global; + cv::Mat_ params_local; + double landmark_detection_confidence; + bool landmark_detection_success; + + // Head pose related observations + cv::Vec6d head_pose; + + // Action Unit related observations + std::vector > au_intensities; + std::vector > au_occurences; + + // Gaze related observations + cv::Point3f& gazeDirection0; + cv::Point3f& gazeDirection1; + cv::Vec2d& gaze_angle; + cv::Mat_& eye_landmarks; + }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp index 93d2b1a..b9d3a8a 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -44,11 +44,14 @@ RecorderCSV::RecorderCSV():output_file(){}; // TODO the other 4 constructors + destructors? // Opening the file and preparing the header for it -bool RecorderCSV::open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, +bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, std::vector au_names_class, std::vector au_names_reg) { output_file.open(output_file_name, std::ios_base::out); + if (!output_file.is_open()) + return false; + // Different headers if we are writing out the results on a sequence or an individual image if(this->is_sequence) { @@ -133,6 +136,8 @@ bool RecorderCSV::open(std::string output_file_name, bool output_2D_landmarks, b output_file << std::endl; + return true; + } // TODO check if the stream is open @@ -141,7 +146,7 @@ bool RecorderCSV::open(std::string output_file_name, bool output_2D_landmarks, b // const FaceAnalysis::FaceAnalyser& face_analyser); // Closing the file and cleaning up -void RecorderCSV::close() +void RecorderCSV::Close() { output_file.close(); } diff --git a/lib/local/Recorder/src/RecorderHOG.cpp b/lib/local/Recorder/src/RecorderHOG.cpp index 8d56800..08bb442 100644 --- a/lib/local/Recorder/src/RecorderHOG.cpp +++ b/lib/local/Recorder/src/RecorderHOG.cpp @@ -56,7 +56,7 @@ void RecorderHOG::Close() } // Writing to a HOG file -void RecorderHOG::AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) +void RecorderHOG::SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) { hog_file.write((char*)(&num_cols), 4); diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 1ff51c7..e74633c 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -50,7 +50,7 @@ using namespace boost::filesystem; using namespace Recorder; -void create_directory(std::string output_path) +void CreateDirectory(std::string output_path) { // Creating the right directory structure @@ -81,11 +81,11 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s record_root = out_directory; // Construct the directories required for the output - create_directory(record_root); + CreateDirectory(record_root); // Create the required individual recorders, CSV, HOG, aligned, video std::string csv_filename = (path(record_root) / path(filename).replace_extension(".csv")).string(); - csv_recorder.open(csv_filename, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, + csv_recorder.Open(csv_filename, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); // Consruct HOG recorder here @@ -101,10 +101,50 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s } -void RecorderOpenFace::AddObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) +void RecorderOpenFace::SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) { - hog_recorder.AddObservationHOG(good_frame, hog_descriptor, num_cols, num_rows, num_channels); + this->hog_recorder.SetObservationHOG(good_frame, hog_descriptor, num_cols, num_rows, num_channels); } +void RecorderOpenFace::SetObservationTimestamp(double timestamp) +{ + this->timestamp = timestamp; +} + +void RecorderOpenFace::SetObservationLandmarks(const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, + const cv::Vec6d& params_global, const cv::Mat_& params_local, double confidence, bool success) +{ + this->landmarks_2D = landmarks_2D; + this->landmarks_3D = landmarks_3D; + this->params_global = params_global; + this->params_local = params_local; + this->landmark_detection_confidence = confidence; + this->landmark_detection_success = success; + +} + +void RecorderOpenFace::SetObservationPose(const cv::Vec6d& pose) +{ + this->head_pose = pose; +} + +void RecorderOpenFace::SetObservationActionUnits(const std::vector >& au_intensities, + const std::vector >& au_occurences) +{ + this->au_intensities = au_intensities; + this->au_occurences = au_occurences; +} + +void RecorderOpenFace::SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, + const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks) +{ + this->gazeDirection0 = gazeDirection0; + this->gazeDirection1 = gazeDirection1; + this->gaze_angle = gaze_angle; + this->eye_landmarks = eye_landmarks; +} + + + // TODO the other 4 constructors + destructors? From be5a4cd41d6bd612071187804b211d9270ffb7e5 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 2 Nov 2017 09:08:24 +0000 Subject: [PATCH 006/141] Small fix for references in class variables. --- exe/FeatureExtraction/FeatureExtraction.cpp | 15 +++++++-------- lib/local/Recorder/include/RecorderOpenFace.h | 8 ++++---- 2 files changed, 11 insertions(+), 12 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index e3fbbde..a2adf9b 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -387,7 +387,12 @@ int main (int argc, char **argv) fx = (fx + fy) / 2.0; fy = fx; } - + + // TODO this should always be video input + int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced + Recorder::RecorderOpenFace openFaceRec(output_files[f_n], input_files[f_n], true, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, !output_hog_align_files.empty(), + !tracked_videos_output.empty(), !output_similarity_align.empty(), face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames()); + // Creating output files std::ofstream output_file; @@ -399,13 +404,6 @@ int main (int argc, char **argv) prepareOutputFile(&output_file, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames()); } - // TODO this should always be video input - int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced - Recorder::RecorderOpenFace openFaceRec(output_file, input_files[f_n], video_input || images_as_video, face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, output_pose, output_AUs, output_gaze, output_hog, !tracked_videos_output.empty(), !output_hog_align_files.empty() face_analyser.GetAUClassNames(), face_analyser.GetAURegNames(), output_gaze, ) - -//const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, - bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, - const std::vector& au_names_class, const std::vector& au_names_reg // Saving the HOG features std::ofstream hog_output_file; @@ -433,6 +431,7 @@ int main (int argc, char **argv) int frame_count = 0; // This is useful for a second pass run (if want AU predictions) + // TODO remove these vector params_global_video; vector successes_video; vector> params_local_video; diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index f0b5414..33d70be 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -137,10 +137,10 @@ namespace Recorder std::vector > au_occurences; // Gaze related observations - cv::Point3f& gazeDirection0; - cv::Point3f& gazeDirection1; - cv::Vec2d& gaze_angle; - cv::Mat_& eye_landmarks; + cv::Point3f gazeDirection0; + cv::Point3f gazeDirection1; + cv::Vec2d gaze_angle; + cv::Mat_ eye_landmarks; }; } From 4f4bf263d65b59fe690e4591d6fc00e3eafa6a86 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 2 Nov 2017 20:11:58 +0000 Subject: [PATCH 007/141] More work on the recorder. --- lib/local/Recorder/include/RecorderCSV.h | 20 ++- lib/local/Recorder/include/RecorderHOG.h | 2 + lib/local/Recorder/include/RecorderOpenFace.h | 2 + lib/local/Recorder/src/RecorderCSV.cpp | 147 +++++++++++++++++- lib/local/Recorder/src/RecorderOpenFace.cpp | 13 ++ 5 files changed, 173 insertions(+), 11 deletions(-) diff --git a/lib/local/Recorder/include/RecorderCSV.h b/lib/local/Recorder/include/RecorderCSV.h index 2b6933a..b38e8bd 100644 --- a/lib/local/Recorder/include/RecorderCSV.h +++ b/lib/local/Recorder/include/RecorderCSV.h @@ -39,6 +39,9 @@ #include #include +// OpenCV includes +#include + namespace Recorder { @@ -55,12 +58,15 @@ namespace Recorder // Opening the file and preparing the header for it bool Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - int num_face_landmarks, int num_model_modes, int num_eye_landmarks, std::vector au_names_class, std::vector au_names_reg); + int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg); // Closing the file and cleaning up void Close(); - void WriteLine(); + void WriteLine(int observation_count, double time_stamp, bool landmark_detection_success, double landmark_confidence, + const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, const cv::Mat_& pdm_model_params, const cv::Vec6d& rigid_shape_params, cv::Vec6d& pose_estimate, + const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks, + const std::vector >& au_intensities, const std::vector >& au_occurences); // TODO have set functions? @@ -72,8 +78,16 @@ namespace Recorder // If we are recording results from a sequence each row refers to a frame, if we are recording an image each row is a face bool is_sequence; - // Internal storage of OF outputs + // Keep track of what we are recording + bool output_2D_landmarks; + bool output_3D_landmarks; + bool output_model_params; + bool output_pose; + bool output_AUs; + bool output_gaze; + std::vector au_names_class; + std::vector au_names_reg; }; } diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Recorder/include/RecorderHOG.h index 2e05902..9a31616 100644 --- a/lib/local/Recorder/include/RecorderHOG.h +++ b/lib/local/Recorder/include/RecorderHOG.h @@ -36,6 +36,8 @@ // System includes #include + +// OpenCV includes #include #include diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index 33d70be..ad747d5 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -142,6 +142,8 @@ namespace Recorder cv::Vec2d gaze_angle; cv::Mat_ eye_landmarks; + int observation_count; + }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp index b9d3a8a..278d484 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -45,13 +45,24 @@ RecorderCSV::RecorderCSV():output_file(){}; // Opening the file and preparing the header for it bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - int num_face_landmarks, int num_model_modes, int num_eye_landmarks, std::vector au_names_class, std::vector au_names_reg) + int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector au_names_class, const std::vector au_names_reg) { output_file.open(output_file_name, std::ios_base::out); if (!output_file.is_open()) return false; + // Set up what we are recording + this->output_2D_landmarks = output_2D_landmarks; + this->output_3D_landmarks = output_3D_landmarks; + this->output_AUs = output_AUs; + this->output_gaze = output_gaze; + this->output_model_params = output_model_params; + this->output_pose = output_pose; + + this->au_names_class = au_names_class; + this->au_names_reg = au_names_reg; + // Different headers if we are writing out the results on a sequence or an individual image if(this->is_sequence) { @@ -121,14 +132,14 @@ bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, b if (output_AUs) { - std::sort(au_names_reg.begin(), au_names_reg.end()); - for (std::string reg_name : au_names_reg) + std::sort(this->au_names_reg.begin(), this->au_names_reg.end()); + for (std::string reg_name : this->au_names_reg) { output_file << ", " << reg_name << "_r"; } - std::sort(au_names_class.begin(), au_names_class.end()); - for (std::string class_name : au_names_class) + std::sort(this->au_names_class.begin(), this->au_names_class.end()); + for (std::string class_name : this->au_names_class) { output_file << ", " << class_name << "_c"; } @@ -141,9 +152,129 @@ bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, b } // TODO check if the stream is open -//void writeLine(int frame_count, double time_stamp, bool detection_success, -// cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, cv::Vec2d gaze_angle, cv::Vec6d& pose_estimate, double fx, double fy, double cx, double cy, -// const FaceAnalysis::FaceAnalyser& face_analyser); +void RecorderCSV::WriteLine(int observation_count, double time_stamp, bool landmark_detection_success, double landmark_confidence, + const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, const cv::Mat_& pdm_model_params, const cv::Vec6d& rigid_shape_params, cv::Vec6d& pose_estimate, + const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks, + const std::vector >& au_intensities, const std::vector >& au_occurences) +{ + + if (!output_file.is_open()) + { + std::cout << "The output CSV file is not open" << std::endl; + } + + if(is_sequence) + { + output_file << observation_count << ", " << time_stamp << ", " << landmark_confidence << ", " << landmark_detection_success; + } + else + { + output_file << observation_count << ", " << landmark_confidence; + + } + // Output the estimated gaze + if (output_gaze) + { + output_file << ", " << gazeDirection0.x << ", " << gazeDirection0.y << ", " << gazeDirection0.z + << ", " << gazeDirection1.x << ", " << gazeDirection1.y << ", " << gazeDirection1.z; + + // Output gaze angle (same format as head pose angle) + output_file << ", " << gaze_angle[0] << ", " << gaze_angle[1]; + + // Output the 2D eye landmarks + for (auto eye_lmk : eye_landmarks) + { + output_file << ", " << eye_lmk; + } + } + + // Output the estimated head pose + if (output_pose) + { + output_file << ", " << pose_estimate[0] << ", " << pose_estimate[1] << ", " << pose_estimate[2] + << ", " << pose_estimate[3] << ", " << pose_estimate[4] << ", " << pose_estimate[5]; + } + + // Output the detected 2D facial landmarks + if (output_2D_landmarks) + { + // Output the 2D eye landmarks + for (auto lmk : landmarks_2D) + { + output_file << ", " << lmk; + } + } + + // Output the detected 3D facial landmarks + if (output_3D_landmarks) + { + // Output the 2D eye landmarks + for (auto lmk : landmarks_3D) + { + output_file << ", " << lmk; + } + } + + if (output_model_params) + { + for (int i = 0; i < 6; ++i) + { + output_file << ", " << rigid_shape_params[i]; + } + // Output the non_rigid shape parameters + for (auto lmk : pdm_model_params) + { + output_file << ", " << lmk; + } + } + + if (output_AUs) + { + + // write out ar the correct index + for (std::string au_name : au_names_reg) + { + for (auto au_reg : au_intensities) + { + if (au_name.compare(au_reg.first) == 0) + { + output_file << ", " << au_reg.second; + break; + } + } + } + + if (au_intensities.size() == 0) + { + for (size_t p = 0; p < au_names_reg.size(); ++p) + { + output_file << ", 0"; + } + } + + // write out ar the correct index + for (std::string au_name : au_names_class) + { + for (auto au_class : au_occurences) + { + if (au_name.compare(au_class.first) == 0) + { + output_file << ", " << au_class.second; + break; + } + } + } + + if (au_occurences.size() == 0) + { + for (size_t p = 0; p < au_names_class.size(); ++p) + { + output_file << ", 0"; + } + } + } + output_file << std::endl; +} // Closing the file and cleaning up void RecorderCSV::Close() diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index e74633c..720f4ad 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -99,8 +99,21 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s // Prepare image recording + observation_count = 0; + } +void RecorderOpenFace::WriteObservation() +{ + observation_count++; + + // Write out the CSV file (it will always be there, even if not outputting anything more but frame/face numbers) + this->csv_recorder.WriteLine(observation_count, timestamp, landmark_detection_success; + + // TODO HOG +} + + void RecorderOpenFace::SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) { this->hog_recorder.SetObservationHOG(good_frame, hog_descriptor, num_cols, num_rows, num_channels); From b60669fa6214f52bea84d5f26c78cd1b7d61b994 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 3 Nov 2017 08:34:55 +0000 Subject: [PATCH 008/141] Continuing work on the recorder. --- exe/FeatureExtraction/FeatureExtraction.cpp | 123 +----------------- lib/local/Recorder/include/RecorderOpenFace.h | 24 +++- lib/local/Recorder/src/RecorderCSV.cpp | 5 +- lib/local/Recorder/src/RecorderOpenFace.cpp | 66 ++++++++-- 4 files changed, 84 insertions(+), 134 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index a2adf9b..5b40ed4 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -203,10 +203,6 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f } } -void prepareOutputFile(std::ofstream* output_file, bool output_2D_landmarks, bool output_3D_landmarks, - bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - int num_face_landmarks, int num_model_modes, int num_eye_landmarks, vector au_names_class, vector au_names_reg); - // Output all of the information into one file in one go (quite a few parameters, but simplifies the flow) void outputAllFeatures(std::ofstream* output_file, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, @@ -224,7 +220,8 @@ int main (int argc, char **argv) // Get the input output file parameters - string output_codec; //not used but should + string output_codec; + // TODO rename LandmarkDetector::get_video_input_output_params(input_files, output_files, tracked_videos_output, output_codec, arguments); bool video_input = true; @@ -312,6 +309,7 @@ int main (int argc, char **argv) double fps_vid_in = -1.0; + // TODO this should be moved to a SequenceCapture class if(video_input) { // We might specify multiple video files as arguments @@ -391,27 +389,8 @@ int main (int argc, char **argv) // TODO this should always be video input int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced Recorder::RecorderOpenFace openFaceRec(output_files[f_n], input_files[f_n], true, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, !output_hog_align_files.empty(), - !tracked_videos_output.empty(), !output_similarity_align.empty(), face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames()); - - // Creating output files - std::ofstream output_file; - - if (!output_files.empty()) - { - output_file.open(output_files[f_n], ios_base::out); - int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); + !tracked_videos_output.empty(), !output_similarity_align.empty(), face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames(), output_codec, fps_vid_in); - prepareOutputFile(&output_file, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames()); - } - - - // Saving the HOG features - std::ofstream hog_output_file; - if(!output_hog_align_files.empty()) - { - hog_output_file.open(output_hog_align_files[f_n], ios_base::out | ios_base::binary); - } - // saving the videos cv::VideoWriter writerFace; if(!tracked_videos_output.empty()) @@ -424,19 +403,10 @@ int main (int argc, char **argv) { WARN_STREAM( "Could not open VideoWriter, OUTPUT FILE WILL NOT BE WRITTEN. Currently using codec " << output_codec << ", try using an other one (-oc option)"); } - - } int frame_count = 0; - - // This is useful for a second pass run (if want AU predictions) - // TODO remove these - vector params_global_video; - vector successes_video; - vector> params_local_video; - vector> detected_landmarks_video; - + // Use for timestamping if using a webcam int64 t_initial = cv::getTickCount(); @@ -649,89 +619,6 @@ int main (int argc, char **argv) return 0; } -void prepareOutputFile(std::ofstream* output_file, bool output_2D_landmarks, bool output_3D_landmarks, - bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - int num_face_landmarks, int num_model_modes, int num_eye_landmarks, vector au_names_class, vector au_names_reg) -{ - - *output_file << "frame, timestamp, confidence, success"; - - if (output_gaze) - { - *output_file << ", gaze_0_x, gaze_0_y, gaze_0_z, gaze_1_x, gaze_1_y, gaze_1_z, gaze_angle_x, gaze_angle_y"; - - for (int i = 0; i < num_eye_landmarks; ++i) - { - *output_file << ", eye_lmk_x_" << i; - } - for (int i = 0; i < num_eye_landmarks; ++i) - { - *output_file << ", eye_lmk_y_" << i; - } - } - - if (output_pose) - { - *output_file << ", pose_Tx, pose_Ty, pose_Tz, pose_Rx, pose_Ry, pose_Rz"; - } - - if (output_2D_landmarks) - { - for (int i = 0; i < num_face_landmarks; ++i) - { - *output_file << ", x_" << i; - } - for (int i = 0; i < num_face_landmarks; ++i) - { - *output_file << ", y_" << i; - } - } - - if (output_3D_landmarks) - { - for (int i = 0; i < num_face_landmarks; ++i) - { - *output_file << ", X_" << i; - } - for (int i = 0; i < num_face_landmarks; ++i) - { - *output_file << ", Y_" << i; - } - for (int i = 0; i < num_face_landmarks; ++i) - { - *output_file << ", Z_" << i; - } - } - - // Outputting model parameters (rigid and non-rigid), the first parameters are the 6 rigid shape parameters, they are followed by the non rigid shape parameters - if (output_model_params) - { - *output_file << ", p_scale, p_rx, p_ry, p_rz, p_tx, p_ty"; - for (int i = 0; i < num_model_modes; ++i) - { - *output_file << ", p_" << i; - } - } - - if (output_AUs) - { - std::sort(au_names_reg.begin(), au_names_reg.end()); - for (string reg_name : au_names_reg) - { - *output_file << ", " << reg_name << "_r"; - } - - std::sort(au_names_class.begin(), au_names_class.end()); - for (string class_name : au_names_class) - { - *output_file << ", " << class_name << "_c"; - } - } - - *output_file << endl; - -} - // Output all of the information into one file in one go (quite a few parameters, but simplifies the flow) void outputAllFeatures(std::ofstream* output_file, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index ad747d5..504983a 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -39,7 +39,10 @@ // System includes #include + +// OpenCV includes #include +#include namespace Recorder { @@ -55,9 +58,9 @@ namespace Recorder // The constructor for the recorder, need to specify if we are recording a sequence or not RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, - const std::vector& au_names_class, const std::vector& au_names_reg); + const std::vector& au_names_class, const std::vector& au_names_reg, const std::string& output_codec, double fps_vid_in); - // Simplified constructor that records all + // Simplified constructor that records all, TODO implement RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg); @@ -92,6 +95,8 @@ namespace Recorder // HOG feature related observations void SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); + void SetObservationVisualization(const cv::Mat_ &vis_track); + void WriteObservation(); private: @@ -124,8 +129,8 @@ namespace Recorder // Facial landmark related observations cv::Mat_ landmarks_2D; cv::Mat_ landmarks_3D; - cv::Vec6d params_global; - cv::Mat_ params_local; + cv::Vec6d pdm_params_global; + cv::Mat_ pdm_params_local; double landmark_detection_confidence; bool landmark_detection_success; @@ -137,13 +142,20 @@ namespace Recorder std::vector > au_occurences; // Gaze related observations - cv::Point3f gazeDirection0; - cv::Point3f gazeDirection1; + cv::Point3f gaze_direction0; + cv::Point3f gaze_direction1; cv::Vec2d gaze_angle; cv::Mat_ eye_landmarks; int observation_count; + // For video writing + cv::VideoWriter video_writer; + std::string video_filename; + std::string output_codec; + double fps_vid_out; + cv::Mat_ vis_to_out; + }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp index 278d484..fea7241 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -36,6 +36,9 @@ // For sorting #include +// For standard out +#include + using namespace Recorder; // Default constructor initializes the variables @@ -45,7 +48,7 @@ RecorderCSV::RecorderCSV():output_file(){}; // Opening the file and preparing the header for it bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector au_names_class, const std::vector au_names_reg) + int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg) { output_file.open(output_file_name, std::ios_base::out); diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 720f4ad..124e13a 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -50,6 +50,9 @@ using namespace boost::filesystem; using namespace Recorder; +#define WARN_STREAM( stream ) \ +std::cout << "Warning: " << stream << std::endl + void CreateDirectory(std::string output_path) { @@ -70,10 +73,10 @@ void CreateDirectory(std::string output_path) RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, - const std::vector& au_names_class, const std::vector& au_names_reg): + const std::vector& au_names_class, const std::vector& au_names_reg, const std::string& output_codec, double fps_vid_in): is_sequence(sequence), output_2D_landmarks(output_2D_landmarks), output_3D_landmarks(output_3D_landmarks), output_aligned_faces(output_aligned_faces), output_AUs(output_AUs), output_gaze(output_gaze), output_hog(output_hog), output_model_params(output_model_params), - output_pose(output_pose), output_tracked_video(output_tracked_video) + output_pose(output_pose), output_tracked_video(output_tracked_video), video_writer(), fps_vid_out(fps_vid_in), output_codec(output_codec) { // From the filename, strip out the name without directory and extension @@ -96,6 +99,13 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s } // TODO construct a video recorder + // saving the videos + + if (output_tracked_video) + { + this->video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); + } + // Prepare image recording @@ -103,14 +113,52 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s } +void RecorderOpenFace::SetObservationVisualization(const cv::Mat_ &vis_track) +{ + if (output_tracked_video) + { + // Initialize the video writer if it has not been opened yet + if(!video_writer.isOpened()) + { + std::string video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); + try + { + video_writer.open(video_filename, CV_FOURCC(output_codec[0], output_codec[1], output_codec[2], output_codec[3]), fps_vid_out, vis_track.size(), true); + } + catch (cv::Exception e) + { + WARN_STREAM("Could not open VideoWriter, OUTPUT FILE WILL NOT BE WRITTEN. Currently using codec " << output_codec << ", try using an other one (-oc option)"); + } + } + + vis_to_out = vis_track; + + } + +} + + void RecorderOpenFace::WriteObservation() { observation_count++; // Write out the CSV file (it will always be there, even if not outputting anything more but frame/face numbers) - this->csv_recorder.WriteLine(observation_count, timestamp, landmark_detection_success; + this->csv_recorder.WriteLine(observation_count, timestamp, landmark_detection_success, + landmark_detection_confidence, landmarks_2D, landmarks_3D, pdm_params_local, pdm_params_global, head_pose, + gaze_direction0, gaze_direction1, gaze_angle, eye_landmarks, au_intensities, au_occurences); // TODO HOG + + if(output_tracked_video) + { + if (vis_to_out.empty) + { + WARN_STREAM("Output tracked video frame is not set"); + } + video_writer.write(vis_to_out); + // Clear the output + vis_to_out = cv::Mat(); + } } @@ -125,12 +173,12 @@ void RecorderOpenFace::SetObservationTimestamp(double timestamp) } void RecorderOpenFace::SetObservationLandmarks(const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, - const cv::Vec6d& params_global, const cv::Mat_& params_local, double confidence, bool success) + const cv::Vec6d& pdm_params_global, const cv::Mat_& pdm_params_local, double confidence, bool success) { this->landmarks_2D = landmarks_2D; this->landmarks_3D = landmarks_3D; - this->params_global = params_global; - this->params_local = params_local; + this->pdm_params_global = pdm_params_global; + this->pdm_params_local = pdm_params_local; this->landmark_detection_confidence = confidence; this->landmark_detection_success = success; @@ -148,11 +196,11 @@ void RecorderOpenFace::SetObservationActionUnits(const std::vectorau_occurences = au_occurences; } -void RecorderOpenFace::SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, +void RecorderOpenFace::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks) { - this->gazeDirection0 = gazeDirection0; - this->gazeDirection1 = gazeDirection1; + this->gaze_direction0 = gaze_direction0; + this->gaze_direction1 = gaze_direction1; this->gaze_angle = gaze_angle; this->eye_landmarks = eye_landmarks; } From 16918e7fb5edc21b5c214af182235409473674a4 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 3 Nov 2017 09:04:00 +0000 Subject: [PATCH 009/141] More work on recording, getting there --- exe/FeatureExtraction/FeatureExtraction.cpp | 285 ++---------------- .../include/LandmarkDetectorUtils.h | 3 +- .../src/LandmarkDetectorUtils.cpp | 11 +- lib/local/Recorder/include/RecorderCSV.h | 2 +- lib/local/Recorder/include/RecorderOpenFace.h | 4 +- lib/local/Recorder/src/RecorderCSV.cpp | 2 +- lib/local/Recorder/src/RecorderOpenFace.cpp | 4 +- 7 files changed, 34 insertions(+), 277 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 5b40ed4..73eb4d5 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -96,50 +96,12 @@ vector get_arguments(int argc, char **argv) return arguments; } -// Useful utility for creating directories for storing the output files -void create_directory_from_file(string output_path) -{ - - // Creating the right directory structure - - // First get rid of the file - auto p = path(path(output_path).parent_path()); - - if(!p.empty() && !boost::filesystem::exists(p)) - { - bool success = boost::filesystem::create_directories(p); - if(!success) - { - cout << "Failed to create a directory... " << p.string() << endl; - } - } -} - -void create_directory(string output_path) -{ - - // Creating the right directory structure - auto p = path(output_path); - - if(!boost::filesystem::exists(p)) - { - bool success = boost::filesystem::create_directories(p); - - if(!success) - { - cout << "Failed to create a directory..." << p.string() << endl; - } - } -} - void get_output_feature_params(vector &output_similarity_aligned, vector &output_hog_aligned_files, bool& visualize_track, bool& visualize_align, bool& visualize_hog, bool &output_2D_landmarks, bool &output_3D_landmarks, bool &output_model_params, bool &output_pose, bool &output_AUs, bool &output_gaze, vector &arguments); void get_image_input_output_params_feats(vector > &input_image_files, bool& as_video, vector &arguments); -void output_HOG_frame(std::ofstream* hog_file, bool good_frame, const cv::Mat_& hog_descriptor, int num_rows, int num_cols); - // Some globals for tracking timing information for visualisation double fps_tracker = -1.0; int64 t0 = 0; @@ -203,45 +165,32 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f } } -// Output all of the information into one file in one go (quite a few parameters, but simplifies the flow) -void outputAllFeatures(std::ofstream* output_file, bool output_2D_landmarks, bool output_3D_landmarks, - bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - const LandmarkDetector::CLNF& face_model, int frame_count, double time_stamp, bool detection_success, - cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, cv::Vec2d gaze_angle, cv::Vec6d& pose_estimate, double fx, double fy, double cx, double cy, - const FaceAnalysis::FaceAnalyser& face_analyser); - int main (int argc, char **argv) { vector arguments = get_arguments(argc, argv); - // Some initial parameters that can be overriden from command line - vector input_files, output_files, tracked_videos_output; - // Get the input output file parameters - + vector input_files, output_files; string output_codec; - // TODO rename - LandmarkDetector::get_video_input_output_params(input_files, output_files, tracked_videos_output, output_codec, arguments); + LandmarkDetector::get_video_input_output_params(input_files, output_files, output_codec, arguments); + // TODO remove bool video_input = true; bool images_as_video = false; vector > input_image_files; - // Adding image support for reading in the files + // Adding image support (TODO should be moved to capture) if(input_files.empty()) { - vector d_files; vector o_img; - vector> bboxes; get_image_input_output_params_feats(input_image_files, images_as_video, arguments); if(!input_image_files.empty()) { video_input = false; } - } // Grab camera parameters, if they are not defined (approximate values will be used) @@ -262,6 +211,7 @@ int main (int argc, char **argv) fx_undefined = true; } + // TODO these should be removed vector output_similarity_align; vector output_hog_align_files; @@ -280,6 +230,10 @@ int main (int argc, char **argv) get_output_feature_params(output_similarity_align, output_hog_align_files, visualize_track, visualize_align, visualize_hog, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, arguments); + bool output_hog = !output_hog_align_files.empty(); + // TODO, these should be read in through output feature params, which should not be part of featureextraction + bool output_video = true; + // If multiple video files are tracked, use this to indicate if we are done bool done = false; int f_n = -1; @@ -389,21 +343,7 @@ int main (int argc, char **argv) // TODO this should always be video input int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced Recorder::RecorderOpenFace openFaceRec(output_files[f_n], input_files[f_n], true, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, !output_hog_align_files.empty(), - !tracked_videos_output.empty(), !output_similarity_align.empty(), face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames(), output_codec, fps_vid_in); - - // saving the videos - cv::VideoWriter writerFace; - if(!tracked_videos_output.empty()) - { - try - { - writerFace = cv::VideoWriter(tracked_videos_output[f_n], CV_FOURCC(output_codec[0],output_codec[1],output_codec[2],output_codec[3]), fps_vid_in, captured_image.size(), true); - } - catch(cv::Exception e) - { - WARN_STREAM( "Could not open VideoWriter, OUTPUT FILE WILL NOT BE WRITTEN. Currently using codec " << output_codec << ", try using an other one (-oc option)"); - } - } + output_video, !output_similarity_align.empty(), face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames(), output_codec, fps_vid_in); int frame_count = 0; @@ -469,8 +409,8 @@ int main (int argc, char **argv) cv::Mat_ hog_descriptor; int num_hog_rows, num_hog_cols; - // But only if needed in output - if(!output_similarity_align.empty() || hog_output_file.is_open() || output_AUs) + // As this can be expensive only compute it if needed by output or visualization + if(!output_similarity_align.empty() || output_hog || output_AUs || visualize_align || visualize_hog) { face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, time_stamp, false, !det_parameters.quiet_mode); face_analyser.GetLatestAlignedFace(sim_warped_img); @@ -479,7 +419,7 @@ int main (int argc, char **argv) { cv::imshow("sim_warp", sim_warped_img); } - if(hog_output_file.is_open() || (visualize_hog && !det_parameters.quiet_mode)) + if(output_hog || (visualize_hog && !det_parameters.quiet_mode)) { face_analyser.GetLatestHOG(hog_descriptor, num_hog_rows, num_hog_cols); @@ -495,11 +435,6 @@ int main (int argc, char **argv) // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); - if (hog_output_file.is_open()) - { - output_HOG_frame(&hog_output_file, detection_success, hog_descriptor, num_hog_rows, num_hog_cols); - } - // Write the similarity normalised output if (!output_similarity_align.empty()) { @@ -524,23 +459,23 @@ int main (int argc, char **argv) } } - // Visualising the tracker + // Visualising the tracker, TODO this should be in utility if(visualize_track && !det_parameters.quiet_mode) { visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, frame_count, fx, fy, cx, cy); } - // Output the landmarks, pose, gaze, parameters and AUs - outputAllFeatures(&output_file, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, - face_model, frame_count, time_stamp, detection_success, gazeDirection0, gazeDirection1, gazeAngle, - pose_estimate, fx, fy, cx, cy, face_analyser); - - // output the tracked video - if(!tracked_videos_output.empty()) - { - writerFace << captured_image; - } + // Setting up the recorder output + openFaceRec.SetObservationHOG(detection_success, hog_descriptor, num_hog_rows, num_hog_cols, 31); // The number of channels in HOG is fixed at the moment, as using FHOG + openFaceRec.SetObservationVisualization(captured_image); + openFaceRec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); + openFaceRec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); + openFaceRec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(fx, fy, cx, cy), face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); + openFaceRec.SetObservationPose(pose_estimate); + openFaceRec.SetObservationTimestamp(time_stamp); + openFaceRec.WriteObservation(); + // Grabbing the next frame (todo this should be part of capture) if(video_input) { video_capture >> captured_image; @@ -590,12 +525,12 @@ int main (int argc, char **argv) } - output_file.close(); + openFaceRec.Close(); if (output_files.size() > 0 && output_AUs) { cout << "Postprocessing the Action Unit predictions" << endl; - face_analyser.PostprocessOutputFile(output_files[f_n]); + face_analyser.PostprocessOutputFile(output_files[f_n]); // TODO this won't work, need the filename } // Reset the models for the next video face_analyser.Reset(); @@ -619,173 +554,6 @@ int main (int argc, char **argv) return 0; } -// Output all of the information into one file in one go (quite a few parameters, but simplifies the flow) -void outputAllFeatures(std::ofstream* output_file, bool output_2D_landmarks, bool output_3D_landmarks, - bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, - const LandmarkDetector::CLNF& face_model, int frame_count, double time_stamp, bool detection_success, - cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, cv::Vec2d gaze_angle, cv::Vec6d& pose_estimate, double fx, double fy, double cx, double cy, - const FaceAnalysis::FaceAnalyser& face_analyser) -{ - - double confidence = 0.5 * (1 - face_model.detection_certainty); - - *output_file << frame_count + 1 << ", " << time_stamp << ", " << confidence << ", " << detection_success; - - // Output the estimated gaze - if (output_gaze) - { - *output_file << ", " << gazeDirection0.x << ", " << gazeDirection0.y << ", " << gazeDirection0.z - << ", " << gazeDirection1.x << ", " << gazeDirection1.y << ", " << gazeDirection1.z; - - // Output gaze angle (same format as head pose angle) - *output_file << ", " << gaze_angle[0] << ", " << gaze_angle[1]; - - // Output eye landmarks - std::vector eye_landmark_points = LandmarkDetector::CalculateAllEyeLandmarks(face_model); - - for (size_t i = 0; i < eye_landmark_points.size(); ++i) - { - *output_file << ", " << eye_landmark_points[i].x; - } - for (size_t i = 0; i < eye_landmark_points.size(); ++i) - { - *output_file << ", " << eye_landmark_points[i].y; - } - } - - // Output the estimated head pose - if (output_pose) - { - if(face_model.tracking_initialised) - { - *output_file << ", " << pose_estimate[0] << ", " << pose_estimate[1] << ", " << pose_estimate[2] - << ", " << pose_estimate[3] << ", " << pose_estimate[4] << ", " << pose_estimate[5]; - } - else - { - *output_file << ", 0, 0, 0, 0, 0, 0"; - } - } - - // Output the detected 2D facial landmarks - if (output_2D_landmarks) - { - for (int i = 0; i < face_model.pdm.NumberOfPoints() * 2; ++i) - { - if(face_model.tracking_initialised) - { - *output_file << ", " << face_model.detected_landmarks.at(i); - } - else - { - *output_file << ", 0"; - } - } - } - - // Output the detected 3D facial landmarks - if (output_3D_landmarks) - { - cv::Mat_ shape_3D = face_model.GetShape(fx, fy, cx, cy); - for (int i = 0; i < face_model.pdm.NumberOfPoints() * 3; ++i) - { - if (face_model.tracking_initialised) - { - *output_file << ", " << shape_3D.at(i); - } - else - { - *output_file << ", 0"; - } - } - } - - if (output_model_params) - { - for (int i = 0; i < 6; ++i) - { - if (face_model.tracking_initialised) - { - *output_file << ", " << face_model.params_global[i]; - } - else - { - *output_file << ", 0"; - } - } - for (int i = 0; i < face_model.pdm.NumberOfModes(); ++i) - { - if(face_model.tracking_initialised) - { - *output_file << ", " << face_model.params_local.at(i, 0); - } - else - { - *output_file << ", 0"; - } - } - } - - - - if (output_AUs) - { - auto aus_reg = face_analyser.GetCurrentAUsReg(); - - vector au_reg_names = face_analyser.GetAURegNames(); - std::sort(au_reg_names.begin(), au_reg_names.end()); - - // write out ar the correct index - for (string au_name : au_reg_names) - { - for (auto au_reg : aus_reg) - { - if (au_name.compare(au_reg.first) == 0) - { - *output_file << ", " << au_reg.second; - break; - } - } - } - - if (aus_reg.size() == 0) - { - for (size_t p = 0; p < face_analyser.GetAURegNames().size(); ++p) - { - *output_file << ", 0"; - } - } - - auto aus_class = face_analyser.GetCurrentAUsClass(); - - vector au_class_names = face_analyser.GetAUClassNames(); - std::sort(au_class_names.begin(), au_class_names.end()); - - // write out ar the correct index - for (string au_name : au_class_names) - { - for (auto au_class : aus_class) - { - if (au_name.compare(au_class.first) == 0) - { - *output_file << ", " << au_class.second; - break; - } - } - } - - if (aus_class.size() == 0) - { - for (size_t p = 0; p < face_analyser.GetAUClassNames().size(); ++p) - { - *output_file << ", 0"; - } - } - } - *output_file << endl; -} - - void get_output_feature_params(vector &output_similarity_aligned, vector &output_hog_aligned_files, bool& visualize_track, bool& visualize_align, bool& visualize_hog, bool &output_2D_landmarks, bool &output_3D_landmarks, bool &output_model_params, bool &output_pose, bool &output_AUs, bool &output_gaze, vector &arguments) @@ -836,7 +604,6 @@ void get_output_feature_params(vector &output_similarity_aligned, vector else if (arguments[i].compare("-hogalign") == 0) { output_hog_aligned_files.push_back(output_root + arguments[i + 1]); - create_directory_from_file(output_root + arguments[i + 1]); valid[i] = false; valid[i + 1] = false; i++; diff --git a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h index b54ffe7..26b1c97 100644 --- a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h +++ b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h @@ -52,8 +52,7 @@ namespace LandmarkDetector //============================================================================================= // Helper functions for parsing the inputs //============================================================================================= - void get_video_input_output_params(vector &input_video_file, vector &output_files, - vector &output_video_files, string &output_codec, vector &arguments); + void get_video_input_output_params(vector &input_video_file, vector &output_files, string &output_codec, vector &arguments); void get_camera_params(int &device, float &fx, float &fy, float &cx, float &cy, vector &arguments); diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 959aa70..b473002 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -96,8 +96,7 @@ void create_directories(string output_path) } // Extracting the following command line arguments -f, -op, -of, -ov (and possible ordered repetitions) -void get_video_input_output_params(vector &input_video_files, vector &output_files, - vector &output_video_files, string& output_codec, vector &arguments) +void get_video_input_output_params(vector &input_video_files, vector &output_files, string& output_codec, vector &arguments) { bool* valid = new bool[arguments.size()]; @@ -154,14 +153,6 @@ void get_video_input_output_params(vector &input_video_files, vector& landmarks_2D, const cv::Mat_& landmarks_3D, const cv::Mat_& pdm_model_params, const cv::Vec6d& rigid_shape_params, cv::Vec6d& pose_estimate, - const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks, + const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, const std::vector >& au_intensities, const std::vector >& au_occurences); // TODO have set functions? diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index 504983a..218aef9 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -87,7 +87,7 @@ namespace Recorder // Gaze related observations void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, - const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks); + const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks); // Face alignment related observations void SetObservationFaceAlign(const cv::Mat& aligned_face); @@ -145,7 +145,7 @@ namespace Recorder cv::Point3f gaze_direction0; cv::Point3f gaze_direction1; cv::Vec2d gaze_angle; - cv::Mat_ eye_landmarks; + std::vector eye_landmarks; int observation_count; diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp index fea7241..06eb6da 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -157,7 +157,7 @@ bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, b // TODO check if the stream is open void RecorderCSV::WriteLine(int observation_count, double time_stamp, bool landmark_detection_success, double landmark_confidence, const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, const cv::Mat_& pdm_model_params, const cv::Vec6d& rigid_shape_params, cv::Vec6d& pose_estimate, - const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const cv::Mat_& eye_landmarks, + const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, const std::vector >& au_intensities, const std::vector >& au_occurences) { diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 124e13a..c2e1c1d 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -151,7 +151,7 @@ void RecorderOpenFace::WriteObservation() if(output_tracked_video) { - if (vis_to_out.empty) + if (vis_to_out.empty()) { WARN_STREAM("Output tracked video frame is not set"); } @@ -197,7 +197,7 @@ void RecorderOpenFace::SetObservationActionUnits(const std::vector& eye_landmarks) + const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks) { this->gaze_direction0 = gaze_direction0; this->gaze_direction1 = gaze_direction1; From 1d8bc8c510ccb11cbb7f3449bc97e989721f6e55 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 3 Nov 2017 16:40:07 +0000 Subject: [PATCH 010/141] Fixes. --- exe/FeatureExtraction/FeatureExtraction.cpp | 3 +- lib/local/Recorder/include/RecorderHOG.h | 10 +- lib/local/Recorder/include/RecorderOpenFace.h | 29 ++---- .../include/RecorderOpenFaceParameters.h | 93 +++++++++++++++++++ lib/local/Recorder/src/RecorderHOG.cpp | 14 ++- lib/local/Recorder/src/RecorderOpenFace.cpp | 20 +++- 6 files changed, 142 insertions(+), 27 deletions(-) create mode 100644 lib/local/Recorder/include/RecorderOpenFaceParameters.h diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 73eb4d5..2e6fc1c 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -57,6 +57,7 @@ #include #include #include +#include #ifndef CONFIG_DIR #define CONFIG_DIR "~" @@ -407,7 +408,7 @@ int main (int argc, char **argv) // Do face alignment cv::Mat sim_warped_img; cv::Mat_ hog_descriptor; - int num_hog_rows, num_hog_cols; + int num_hog_rows = 0, num_hog_cols = 0; // As this can be expensive only compute it if needed by output or visualization if(!output_similarity_align.empty() || output_hog || output_AUs || visualize_align || visualize_hog) diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Recorder/include/RecorderHOG.h index 9a31616..06cae80 100644 --- a/lib/local/Recorder/include/RecorderHOG.h +++ b/lib/local/Recorder/include/RecorderHOG.h @@ -60,15 +60,23 @@ namespace Recorder // Adding observations to the recorder void SetObservationHOG(bool success, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); + void Write(); + bool Open(std::string filename); void Close(); - private: std::ofstream hog_file; + // Internals for recording + int num_cols; + int num_rows; + int num_channels; + cv::Mat_ hog_descriptor; + bool good_frame; + }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index 218aef9..1c4bdc0 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -36,6 +36,7 @@ #include "RecorderCSV.h" #include "RecorderHOG.h" +#include "RecorderOpenFaceParameters.h" // System includes #include @@ -49,22 +50,24 @@ namespace Recorder //=========================================================================== /** - A class for recording CSV file from OpenFace + A class for recording data processed by OpenFace (facial landmarks, head pose, facial action units, aligned face, HOG features, and tracked video */ class RecorderOpenFace { public: // The constructor for the recorder, need to specify if we are recording a sequence or not - RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, - bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, + RecorderOpenFace(const std::string out_directory, const std::string in_filename, Recorder::RecorderOpenFaceParameter params, + // TODO here int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg, const std::string& output_codec, double fps_vid_in); // Simplified constructor that records all, TODO implement RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg); - // TODO copy, move, destructors + ~RecorderOpenFace(); + + // TODO copy, assignment and move operators? Do not allow // Closing and cleaning up the recorder void Close(); @@ -95,7 +98,7 @@ namespace Recorder // HOG feature related observations void SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels); - void SetObservationVisualization(const cv::Mat_ &vis_track); + void SetObservationVisualization(const cv::Mat &vis_track); void WriteObservation(); @@ -109,19 +112,7 @@ namespace Recorder RecorderCSV csv_recorder; RecorderHOG hog_recorder; - // If we are recording results from a sequence each row refers to a frame, if we are recording an image each row is a face - bool is_sequence; - - // Keep track of what we are recording - bool output_2D_landmarks; - bool output_3D_landmarks; - bool output_model_params; - bool output_pose; - bool output_AUs; - bool output_gaze; - bool output_hog; - bool output_tracked_video; - bool output_aligned_faces; + const RecorderOpenFaceParameters params; // The actual temporary storage for the observations double timestamp; @@ -154,7 +145,7 @@ namespace Recorder std::string video_filename; std::string output_codec; double fps_vid_out; - cv::Mat_ vis_to_out; + cv::Mat vis_to_out; }; } diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Recorder/include/RecorderOpenFaceParameters.h new file mode 100644 index 0000000..ea59500 --- /dev/null +++ b/lib/local/Recorder/include/RecorderOpenFaceParameters.h @@ -0,0 +1,93 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +// Parameters of the Face analyser +#ifndef __RECORDER_OPENFACE_PARAM_H +#define __RECORDER_OPENFACE_PARAM_H + +#include +#include + +// Boost includes +#include +#include + +using namespace std; + +namespace Recorder +{ + + struct RecorderOpenFaceParameters + { + public: + // Constructors + RecorderOpenFaceParameters(); + RecorderOpenFaceParameters(vector &arguments); + + + + bool isSequence() const { return is_sequence; } + bool output2DLandmarks() const { return output_2D_landmarks; } + bool output3DLandmarks() const { return output_3D_landmarks; } + bool outputPDMParams() const { return output_model_params; } + bool outputPose() const { return output_pose; } + bool outputAUs() const { return output_AUs; } + bool outputGaze() const { return output_gaze; } + bool outputHOG() const { return output_hog; } + bool outputTrackedVideo() const { return output_tracked_video; } + bool outputAlignedFaces() const { return output_aligned_faces; } + + private: + + // The default values initializer + void init(); + + // If we are recording results from a sequence each row refers to a frame, if we are recording an image each row is a face + bool is_sequence; + + // Keep track of what we are recording + bool output_2D_landmarks; + bool output_3D_landmarks; + bool output_model_params; + bool output_pose; + bool output_AUs; + bool output_gaze; + bool output_hog; + bool output_tracked_video; + bool output_aligned_faces; + + }; + +} + +#endif // __FACE_ANALYSER_PARAM_H diff --git a/lib/local/Recorder/src/RecorderHOG.cpp b/lib/local/Recorder/src/RecorderHOG.cpp index 08bb442..ac5563f 100644 --- a/lib/local/Recorder/src/RecorderHOG.cpp +++ b/lib/local/Recorder/src/RecorderHOG.cpp @@ -55,10 +55,8 @@ void RecorderHOG::Close() hog_file.close(); } -// Writing to a HOG file -void RecorderHOG::SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) +void RecorderHOG::Write() { - hog_file.write((char*)(&num_cols), 4); hog_file.write((char*)(&num_rows), 4); hog_file.write((char*)(&num_channels), 4); @@ -86,4 +84,14 @@ void RecorderHOG::SetObservationHOG(bool good_frame, const cv::Mat_& hog } } } +} + +// Writing to a HOG file +void RecorderHOG::SetObservationHOG(bool good_frame, const cv::Mat_& hog_descriptor, int num_cols, int num_rows, int num_channels) +{ + this->num_cols = num_cols; + this->num_rows = num_rows; + this->num_channels = num_channels; + this->hog_descriptor = hog_descriptor; + this->good_frame = good_frame; } \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index c2e1c1d..956515e 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -113,7 +113,7 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s } -void RecorderOpenFace::SetObservationVisualization(const cv::Mat_ &vis_track) +void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track) { if (output_tracked_video) { @@ -147,7 +147,10 @@ void RecorderOpenFace::WriteObservation() landmark_detection_confidence, landmarks_2D, landmarks_3D, pdm_params_local, pdm_params_global, head_pose, gaze_direction0, gaze_direction1, gaze_angle, eye_landmarks, au_intensities, au_occurences); - // TODO HOG + if(output_hog) + { + this->hog_recorder.Write(); + } if(output_tracked_video) { @@ -205,7 +208,18 @@ void RecorderOpenFace::SetObservationGaze(const cv::Point3f& gaze_direction0, co this->eye_landmarks = eye_landmarks; } +RecorderOpenFace::~RecorderOpenFace() +{ + this->Close(); +} + + +void RecorderOpenFace::Close() +{ + hog_recorder.Close(); + csv_recorder.Close(); + video_writer.release(); +} -// TODO the other 4 constructors + destructors? From 5ff3d43db94f2a5a9df1a06c67ad5b5fb92bd11a Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 3 Nov 2017 19:48:11 +0000 Subject: [PATCH 011/141] Project updates --- lib/local/Recorder/Recorder.vcxproj | 1 + lib/local/Recorder/Recorder.vcxproj.filters | 42 +++++++++++++++++++++ 2 files changed, 43 insertions(+) create mode 100644 lib/local/Recorder/Recorder.vcxproj.filters diff --git a/lib/local/Recorder/Recorder.vcxproj b/lib/local/Recorder/Recorder.vcxproj index df3112e..57ff119 100644 --- a/lib/local/Recorder/Recorder.vcxproj +++ b/lib/local/Recorder/Recorder.vcxproj @@ -147,6 +147,7 @@ + diff --git a/lib/local/Recorder/Recorder.vcxproj.filters b/lib/local/Recorder/Recorder.vcxproj.filters new file mode 100644 index 0000000..e1d4e26 --- /dev/null +++ b/lib/local/Recorder/Recorder.vcxproj.filters @@ -0,0 +1,42 @@ +ļ»æ + + + + {4FC737F1-C7A5-4376-A066-2A32D752A2FF} + cpp;c;cc;cxx;def;odl;idl;hpj;bat;asm;asmx + + + {93995380-89BD-4b04-88EB-625FBE52EBFB} + h;hh;hpp;hxx;hm;inl;inc;xsd + + + {67DA6AB6-F800-4c08-8B7A-83BB121AAD01} + rc;ico;cur;bmp;dlg;rc2;rct;bin;rgs;gif;jpg;jpeg;jpe;resx;tiff;tif;png;wav;mfcribbon-ms + + + + + Source Files + + + Source Files + + + Source Files + + + + + Header Files + + + Header Files + + + Header Files + + + Header Files + + + \ No newline at end of file From 7f3ed9c855401165d6d4de22dbd69980eebf7294 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 3 Nov 2017 20:00:24 +0000 Subject: [PATCH 012/141] Towards a big recording simplification. --- exe/FeatureExtraction/FeatureExtraction.cpp | 2 ++ lib/local/Recorder/include/RecorderOpenFace.h | 6 +----- .../include/RecorderOpenFaceParameters.h | 7 +++++-- lib/local/Recorder/src/RecorderOpenFace.cpp | 17 +++++++++-------- 4 files changed, 17 insertions(+), 15 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 2e6fc1c..a2f8a01 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -341,6 +341,8 @@ int main (int argc, char **argv) fy = fx; } + Recorder::RecorderOpenFaceParameters params(arguments); + // TODO this should always be video input int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced Recorder::RecorderOpenFace openFaceRec(output_files[f_n], input_files[f_n], true, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, !output_hog_align_files.empty(), diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index 1c4bdc0..5499f6b 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -57,9 +57,7 @@ namespace Recorder public: // The constructor for the recorder, need to specify if we are recording a sequence or not - RecorderOpenFace(const std::string out_directory, const std::string in_filename, Recorder::RecorderOpenFaceParameter params, - // TODO here int num_face_landmarks, int num_model_modes, int num_eye_landmarks, - const std::vector& au_names_class, const std::vector& au_names_reg, const std::string& output_codec, double fps_vid_in); + RecorderOpenFace(const std::string out_directory, const std::string in_filename, RecorderOpenFaceParameters parameters); // Simplified constructor that records all, TODO implement RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, @@ -143,8 +141,6 @@ namespace Recorder // For video writing cv::VideoWriter video_writer; std::string video_filename; - std::string output_codec; - double fps_vid_out; cv::Mat vis_to_out; }; diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Recorder/include/RecorderOpenFaceParameters.h index ea59500..2c85faf 100644 --- a/lib/local/Recorder/include/RecorderOpenFaceParameters.h +++ b/lib/local/Recorder/include/RecorderOpenFaceParameters.h @@ -52,7 +52,7 @@ namespace Recorder public: // Constructors RecorderOpenFaceParameters(); - RecorderOpenFaceParameters(vector &arguments); + RecorderOpenFaceParameters(vector &arguments, double fps_vid_out = 30, std::string output_codec = "DIVX"); @@ -85,7 +85,10 @@ namespace Recorder bool output_hog; bool output_tracked_video; bool output_aligned_faces; - + + // Some video recording parameters + std::string output_codec; + double fps_vid_out; }; } diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 956515e..a025c01 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -71,12 +71,7 @@ void CreateDirectory(std::string output_path) } -RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, - bool output_AUs, bool output_gaze, bool output_hog, bool output_tracked_video, bool output_aligned_faces, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, - const std::vector& au_names_class, const std::vector& au_names_reg, const std::string& output_codec, double fps_vid_in): - is_sequence(sequence), output_2D_landmarks(output_2D_landmarks), output_3D_landmarks(output_3D_landmarks), output_aligned_faces(output_aligned_faces), - output_AUs(output_AUs), output_gaze(output_gaze), output_hog(output_hog), output_model_params(output_model_params), - output_pose(output_pose), output_tracked_video(output_tracked_video), video_writer(), fps_vid_out(fps_vid_in), output_codec(output_codec) +RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::string in_filename, RecorderOpenFaceParameters parameters):video_writer(), params(parameters) { // From the filename, strip out the name without directory and extension @@ -88,8 +83,7 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s // Create the required individual recorders, CSV, HOG, aligned, video std::string csv_filename = (path(record_root) / path(filename).replace_extension(".csv")).string(); - csv_recorder.Open(csv_filename, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, - output_AUs, output_gaze, num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); + // Consruct HOG recorder here if(output_hog) @@ -143,6 +137,13 @@ void RecorderOpenFace::WriteObservation() observation_count++; // Write out the CSV file (it will always be there, even if not outputting anything more but frame/face numbers) + + if(observation_count == 1) + { + csv_recorder.Open(csv_filename, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, + output_AUs, output_gaze, num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); + } + this->csv_recorder.WriteLine(observation_count, timestamp, landmark_detection_success, landmark_detection_confidence, landmarks_2D, landmarks_3D, pdm_params_local, pdm_params_global, head_pose, gaze_direction0, gaze_direction1, gaze_angle, eye_landmarks, au_intensities, au_occurences); From 8beb7e58c4a20f5096bb09371d09d98e99946daf Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 3 Nov 2017 21:35:55 +0000 Subject: [PATCH 013/141] Starting to introduce recording parameters for simplicity. --- lib/local/Recorder/include/RecorderOpenFace.h | 6 +----- lib/local/Recorder/include/RecorderOpenFaceParameters.h | 2 ++ lib/local/Recorder/src/RecorderOpenFace.cpp | 7 ++++--- 3 files changed, 7 insertions(+), 8 deletions(-) diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index 5499f6b..d3973fe 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -58,11 +58,7 @@ namespace Recorder // The constructor for the recorder, need to specify if we are recording a sequence or not RecorderOpenFace(const std::string out_directory, const std::string in_filename, RecorderOpenFaceParameters parameters); - - // Simplified constructor that records all, TODO implement - RecorderOpenFace(const std::string out_directory, const std::string in_filename, bool sequence, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, - const std::vector& au_names_class, const std::vector& au_names_reg); - + ~RecorderOpenFace(); // TODO copy, assignment and move operators? Do not allow diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Recorder/include/RecorderOpenFaceParameters.h index 2c85faf..33dc666 100644 --- a/lib/local/Recorder/include/RecorderOpenFaceParameters.h +++ b/lib/local/Recorder/include/RecorderOpenFaceParameters.h @@ -66,6 +66,8 @@ namespace Recorder bool outputHOG() const { return output_hog; } bool outputTrackedVideo() const { return output_tracked_video; } bool outputAlignedFaces() const { return output_aligned_faces; } + std::string outputCodec() const { return output_codec; } + double outputFps() const { return fps_vid_out; } private: diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index a025c01..d960df2 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -86,7 +86,7 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s // Consruct HOG recorder here - if(output_hog) + if(params.outputHOG()) { std::string hog_filename = (path(record_root) / path(filename).replace_extension(".hog")).string(); hog_recorder.Open(hog_filename); @@ -95,7 +95,7 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s // TODO construct a video recorder // saving the videos - if (output_tracked_video) + if (params.outputTrackedVideo()) { this->video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); } @@ -109,12 +109,13 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track) { - if (output_tracked_video) + if (params.outputTrackedVideo()) { // Initialize the video writer if it has not been opened yet if(!video_writer.isOpened()) { std::string video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); + std::string output_codec = params.outputCodec(); try { video_writer.open(video_filename, CV_FOURCC(output_codec[0], output_codec[1], output_codec[2], output_codec[3]), fps_vid_out, vis_track.size(), true); From cb229ad50b2b9175e0dd19129bce24b2ff34309d Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sat, 4 Nov 2017 20:57:24 +0000 Subject: [PATCH 014/141] More recorder simplification. --- exe/FeatureExtraction/FeatureExtraction.cpp | 36 +------------------ lib/local/Recorder/Recorder.vcxproj | 1 + lib/local/Recorder/Recorder.vcxproj.filters | 3 ++ .../include/RecorderOpenFaceParameters.h | 12 ++++--- lib/local/Recorder/src/RecorderOpenFace.cpp | 10 +++--- 5 files changed, 17 insertions(+), 45 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index a2f8a01..bb08175 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -557,12 +557,8 @@ int main (int argc, char **argv) return 0; } -void get_output_feature_params(vector &output_similarity_aligned, vector &output_hog_aligned_files, bool& visualize_track, - bool& visualize_align, bool& visualize_hog, bool &output_2D_landmarks, bool &output_3D_landmarks, bool &output_model_params, - bool &output_pose, bool &output_AUs, bool &output_gaze, vector &arguments) +void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog,vector &arguments) { - output_similarity_aligned.clear(); - output_hog_aligned_files.clear(); bool* valid = new bool[arguments.size()]; @@ -632,36 +628,6 @@ void get_output_feature_params(vector &output_similarity_aligned, vector visualize_track = true; valid[i] = false; } - else if (arguments[i].compare("-no2Dfp") == 0) - { - output_2D_landmarks = false; - valid[i] = false; - } - else if (arguments[i].compare("-no3Dfp") == 0) - { - output_3D_landmarks = false; - valid[i] = false; - } - else if (arguments[i].compare("-noMparams") == 0) - { - output_model_params = false; - valid[i] = false; - } - else if (arguments[i].compare("-noPose") == 0) - { - output_pose = false; - valid[i] = false; - } - else if (arguments[i].compare("-noAUs") == 0) - { - output_AUs = false; - valid[i] = false; - } - else if (arguments[i].compare("-noGaze") == 0) - { - output_gaze = false; - valid[i] = false; - } } for (int i = arguments.size() - 1; i >= 0; --i) diff --git a/lib/local/Recorder/Recorder.vcxproj b/lib/local/Recorder/Recorder.vcxproj index 57ff119..371b48b 100644 --- a/lib/local/Recorder/Recorder.vcxproj +++ b/lib/local/Recorder/Recorder.vcxproj @@ -142,6 +142,7 @@ + diff --git a/lib/local/Recorder/Recorder.vcxproj.filters b/lib/local/Recorder/Recorder.vcxproj.filters index e1d4e26..5544754 100644 --- a/lib/local/Recorder/Recorder.vcxproj.filters +++ b/lib/local/Recorder/Recorder.vcxproj.filters @@ -24,6 +24,9 @@ Source Files + + Source Files + diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Recorder/include/RecorderOpenFaceParameters.h index 33dc666..2566f3e 100644 --- a/lib/local/Recorder/include/RecorderOpenFaceParameters.h +++ b/lib/local/Recorder/include/RecorderOpenFaceParameters.h @@ -47,14 +47,13 @@ using namespace std; namespace Recorder { - struct RecorderOpenFaceParameters + class RecorderOpenFaceParameters { + public: // Constructors RecorderOpenFaceParameters(); - RecorderOpenFaceParameters(vector &arguments, double fps_vid_out = 30, std::string output_codec = "DIVX"); - - + RecorderOpenFaceParameters(std::vector &arguments, double fps_vid_out = 30, std::string output_codec = "DIVX"); bool isSequence() const { return is_sequence; } bool output2DLandmarks() const { return output_2D_landmarks; } @@ -91,8 +90,11 @@ namespace Recorder // Some video recording parameters std::string output_codec; double fps_vid_out; + + // For output location + std::string output_root = ""; }; } -#endif // __FACE_ANALYSER_PARAM_H +#endif // ____RECORDER_OPENFACE_PARAM_H diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index d960df2..b5110a5 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -118,7 +118,7 @@ void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track) std::string output_codec = params.outputCodec(); try { - video_writer.open(video_filename, CV_FOURCC(output_codec[0], output_codec[1], output_codec[2], output_codec[3]), fps_vid_out, vis_track.size(), true); + video_writer.open(video_filename, CV_FOURCC(output_codec[0], output_codec[1], output_codec[2], output_codec[3]), params.outputFps(), vis_track.size(), true); } catch (cv::Exception e) { @@ -141,20 +141,20 @@ void RecorderOpenFace::WriteObservation() if(observation_count == 1) { - csv_recorder.Open(csv_filename, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, - output_AUs, output_gaze, num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); + csv_recorder.Open(csv_filename, params.output2DLandmarks(), params.output3DLandmarks(), params.outputPDMParams(), params.outputPose(), + params.outputAUs(), params.outputGaze(), num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); } this->csv_recorder.WriteLine(observation_count, timestamp, landmark_detection_success, landmark_detection_confidence, landmarks_2D, landmarks_3D, pdm_params_local, pdm_params_global, head_pose, gaze_direction0, gaze_direction1, gaze_angle, eye_landmarks, au_intensities, au_occurences); - if(output_hog) + if(params.outputHOG()) { this->hog_recorder.Write(); } - if(output_tracked_video) + if(params.outputTrackedVideo()) { if (vis_to_out.empty()) { From ca3b252d1965e1b95b4f6945af6e74db29e45d11 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 07:45:19 +0000 Subject: [PATCH 015/141] Some more model simplification, only write the header on first write --- lib/local/Recorder/include/RecorderOpenFace.h | 1 + lib/local/Recorder/src/RecorderOpenFace.cpp | 31 ++++++++++++++----- 2 files changed, 25 insertions(+), 7 deletions(-) diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index d3973fe..aacb3c1 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -101,6 +101,7 @@ namespace Recorder // Keep track of the file and output root location std::string record_root; std::string filename; + std::string csv_filename; // The actual output file stream that will be written RecorderCSV csv_recorder; diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index b5110a5..6c23e09 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -82,8 +82,7 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s CreateDirectory(record_root); // Create the required individual recorders, CSV, HOG, aligned, video - std::string csv_filename = (path(record_root) / path(filename).replace_extension(".csv")).string(); - + csv_filename = (path(record_root) / path(filename).replace_extension(".csv")).string(); // Consruct HOG recorder here if(params.outputHOG()) @@ -92,16 +91,13 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s hog_recorder.Open(hog_filename); } - // TODO construct a video recorder - // saving the videos - + // saving the videos if (params.outputTrackedVideo()) { this->video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); } - - // Prepare image recording + // TODO aligned Prepare image recording observation_count = 0; @@ -141,6 +137,27 @@ void RecorderOpenFace::WriteObservation() if(observation_count == 1) { + // As we are writing out the header, work out some things like number of landmarks, names of AUs etc. + int num_face_landmarks = landmarks_2D.rows / 2; + int num_eye_landmarks = eye_landmarks.size(); + int num_model_modes = pdm_params_local.rows / 2; + + std::vector au_names_class; + for (auto au : au_occurences) + { + au_names_class.push_back(au.first); + } + + std::sort(au_names_class.begin(), au_names_class.end()); + + std::vector au_names_reg; + for (auto au : au_intensities) + { + au_names_reg.push_back(au.first); + } + + std::sort(au_names_reg.begin(), au_names_reg.end()); + csv_recorder.Open(csv_filename, params.output2DLandmarks(), params.output3DLandmarks(), params.outputPDMParams(), params.outputPose(), params.outputAUs(), params.outputGaze(), num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); } From c80016fc0c4f5c228f8d508a09ae9de586fe2f31 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 08:14:01 +0000 Subject: [PATCH 016/141] Some recording fixes and cleanup --- exe/FeatureExtraction/FeatureExtraction.cpp | 165 ++++-------------- lib/local/Recorder/include/RecorderOpenFace.h | 7 +- .../include/RecorderOpenFaceParameters.h | 7 +- 3 files changed, 44 insertions(+), 135 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index bb08175..88cbd56 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -97,9 +97,7 @@ vector get_arguments(int argc, char **argv) return arguments; } -void get_output_feature_params(vector &output_similarity_aligned, vector &output_hog_aligned_files, bool& visualize_track, - bool& visualize_align, bool& visualize_hog, bool &output_2D_landmarks, bool &output_3D_landmarks, bool &output_model_params, - bool &output_pose, bool &output_AUs, bool &output_gaze, vector &arguments); +void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog, vector &arguments); void get_image_input_output_params_feats(vector > &input_image_files, bool& as_video, vector &arguments); @@ -212,28 +210,11 @@ int main (int argc, char **argv) fx_undefined = true; } - // TODO these should be removed - vector output_similarity_align; - vector output_hog_align_files; - - // By default output all parameters, but these can be turned off to get smaller files or slightly faster processing times - // use -no2Dfp, -no3Dfp, -noMparams, -noPose, -noAUs, -noGaze to turn them off - bool output_2D_landmarks = true; - bool output_3D_landmarks = true; - bool output_model_params = true; - bool output_pose = true; - bool output_AUs = true; - bool output_gaze = true; - + // Deciding what to visualize bool visualize_track = false; bool visualize_align = false; bool visualize_hog = false; - get_output_feature_params(output_similarity_align, output_hog_align_files, visualize_track, visualize_align, visualize_hog, - output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, arguments); - - bool output_hog = !output_hog_align_files.empty(); - // TODO, these should be read in through output feature params, which should not be part of featureextraction - bool output_video = true; + get_visualization_params(visualize_track, visualize_align, visualize_hog, arguments); // If multiple video files are tracked, use this to indicate if we are done bool done = false; @@ -341,12 +322,8 @@ int main (int argc, char **argv) fy = fx; } - Recorder::RecorderOpenFaceParameters params(arguments); - - // TODO this should always be video input - int num_eye_landmarks = LandmarkDetector::CalculateAllEyeLandmarks(face_model).size(); // TODO empty file check replaced - Recorder::RecorderOpenFace openFaceRec(output_files[f_n], input_files[f_n], true, output_2D_landmarks, output_3D_landmarks, output_model_params, output_pose, output_AUs, output_gaze, !output_hog_align_files.empty(), - output_video, !output_similarity_align.empty(), face_model.pdm.NumberOfPoints(), face_model.pdm.NumberOfModes(), num_eye_landmarks, face_analyser.GetAUClassNames(), face_analyser.GetAURegNames(), output_codec, fps_vid_in); + Recorder::RecorderOpenFaceParameters recording_params(arguments); + Recorder::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); int frame_count = 0; @@ -413,7 +390,7 @@ int main (int argc, char **argv) int num_hog_rows = 0, num_hog_cols = 0; // As this can be expensive only compute it if needed by output or visualization - if(!output_similarity_align.empty() || output_hog || output_AUs || visualize_align || visualize_hog) + if(recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualize_align || visualize_hog) { face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, time_stamp, false, !det_parameters.quiet_mode); face_analyser.GetLatestAlignedFace(sim_warped_img); @@ -422,7 +399,7 @@ int main (int argc, char **argv) { cv::imshow("sim_warp", sim_warped_img); } - if(output_hog || (visualize_hog && !det_parameters.quiet_mode)) + if(recording_params.outputHOG() || (visualize_hog && !det_parameters.quiet_mode)) { face_analyser.GetLatestHOG(hog_descriptor, num_hog_rows, num_hog_cols); @@ -438,29 +415,29 @@ int main (int argc, char **argv) // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); - // Write the similarity normalised output - if (!output_similarity_align.empty()) - { + // TODO move to recorder Write the similarity normalised output + //if (!output_similarity_align.empty()) + //{ - char name[100]; + // char name[100]; - // Filename is based on frame number - std::sprintf(name, "frame_det_%06d.bmp", frame_count + 1); + // // Filename is based on frame number + // std::sprintf(name, "frame_det_%06d.bmp", frame_count + 1); - // Construct the output filename - boost::filesystem::path slash("/"); + // // Construct the output filename + // boost::filesystem::path slash("/"); - std::string preferredSlash = slash.make_preferred().string(); + // std::string preferredSlash = slash.make_preferred().string(); - string out_file = output_similarity_align[f_n] + preferredSlash + string(name); - bool write_success = imwrite(out_file, sim_warped_img); + // string out_file = output_similarity_align[f_n] + preferredSlash + string(name); + // bool write_success = imwrite(out_file, sim_warped_img); - if (!write_success) - { - cout << "Could not output similarity aligned image image" << endl; - return 1; - } - } + // if (!write_success) + // { + // cout << "Could not output similarity aligned image image" << endl; + // return 1; + // } + //} // Visualising the tracker, TODO this should be in utility if(visualize_track && !det_parameters.quiet_mode) @@ -469,14 +446,14 @@ int main (int argc, char **argv) } // Setting up the recorder output - openFaceRec.SetObservationHOG(detection_success, hog_descriptor, num_hog_rows, num_hog_cols, 31); // The number of channels in HOG is fixed at the moment, as using FHOG - openFaceRec.SetObservationVisualization(captured_image); - openFaceRec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); - openFaceRec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); - openFaceRec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(fx, fy, cx, cy), face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); - openFaceRec.SetObservationPose(pose_estimate); - openFaceRec.SetObservationTimestamp(time_stamp); - openFaceRec.WriteObservation(); + open_face_rec.SetObservationHOG(detection_success, hog_descriptor, num_hog_rows, num_hog_cols, 31); // The number of channels in HOG is fixed at the moment, as using FHOG + open_face_rec.SetObservationVisualization(captured_image); + open_face_rec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); + open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); + open_face_rec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(fx, fy, cx, cy), face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); + open_face_rec.SetObservationPose(pose_estimate); + open_face_rec.SetObservationTimestamp(time_stamp); + open_face_rec.WriteObservation(); // Grabbing the next frame (todo this should be part of capture) if(video_input) @@ -528,12 +505,12 @@ int main (int argc, char **argv) } - openFaceRec.Close(); + open_face_rec.Close(); - if (output_files.size() > 0 && output_AUs) + if (output_files.size() > 0 && recording_params.outputAUs()) { cout << "Postprocessing the Action Unit predictions" << endl; - face_analyser.PostprocessOutputFile(output_files[f_n]); // TODO this won't work, need the filename + face_analyser.PostprocessOutputFile(open_face_rec.GetCSVFile()); // TODO this won't work, need the filename } // Reset the models for the next video face_analyser.Reset(); @@ -573,41 +550,9 @@ void get_visualization_params(bool& visualize_track, bool& visualize_align, bool visualize_hog = false; visualize_track = false; - string separator = string(1, boost::filesystem::path::preferred_separator); - - // First check if there is a root argument (so that videos and outputs could be defined more easilly) for (size_t i = 0; i < arguments.size(); ++i) { - if (arguments[i].compare("-root") == 0) - { - output_root = arguments[i + 1] + separator; - i++; - } - if (arguments[i].compare("-outroot") == 0) - { - output_root = arguments[i + 1] + separator; - i++; - } - } - - for (size_t i = 0; i < arguments.size(); ++i) - { - if (arguments[i].compare("-simalign") == 0) - { - output_similarity_aligned.push_back(output_root + arguments[i + 1]); - create_directory(output_root + arguments[i + 1]); - valid[i] = false; - valid[i + 1] = false; - i++; - } - else if (arguments[i].compare("-hogalign") == 0) - { - output_hog_aligned_files.push_back(output_root + arguments[i + 1]); - valid[i] = false; - valid[i + 1] = false; - i++; - } - else if (arguments[i].compare("-verbose") == 0) + if (arguments[i].compare("-verbose") == 0) { visualize_track = true; visualize_align = true; @@ -640,7 +585,6 @@ void get_visualization_params(bool& visualize_track, bool& visualize_align, bool } - // Can process images via directories creating a separate output file per directory void get_image_input_output_params_feats(vector > &input_image_files, bool& as_video, vector &arguments) { @@ -705,39 +649,4 @@ void get_image_input_output_params_feats(vector > &input_image_fi } } -} - -void output_HOG_frame(std::ofstream* hog_file, bool good_frame, const cv::Mat_& hog_descriptor, int num_rows, int num_cols) -{ - - // Using FHOGs, hence 31 channels - int num_channels = 31; - - hog_file->write((char*)(&num_cols), 4); - hog_file->write((char*)(&num_rows), 4); - hog_file->write((char*)(&num_channels), 4); - - // Not the best way to store a bool, but will be much easier to read it - float good_frame_float; - if (good_frame) - good_frame_float = 1; - else - good_frame_float = -1; - - hog_file->write((char*)(&good_frame_float), 4); - - cv::MatConstIterator_ descriptor_it = hog_descriptor.begin(); - - for (int y = 0; y < num_cols; ++y) - { - for (int x = 0; x < num_rows; ++x) - { - for (unsigned int o = 0; o < 31; ++o) - { - - float hog_data = (float)(*descriptor_it++); - hog_file->write((char*)&hog_data, 4); - } - } - } -} +} \ No newline at end of file diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index aacb3c1..e5db78b 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -96,8 +96,13 @@ namespace Recorder void WriteObservation(); + std::string GetCSVFile() { return csv_filename; } + private: + // Keeping track of what to output and how to output it + const RecorderOpenFaceParameters params; + // Keep track of the file and output root location std::string record_root; std::string filename; @@ -107,8 +112,6 @@ namespace Recorder RecorderCSV csv_recorder; RecorderHOG hog_recorder; - const RecorderOpenFaceParameters params; - // The actual temporary storage for the observations double timestamp; diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Recorder/include/RecorderOpenFaceParameters.h index 2566f3e..b59ffb3 100644 --- a/lib/local/Recorder/include/RecorderOpenFaceParameters.h +++ b/lib/local/Recorder/include/RecorderOpenFaceParameters.h @@ -51,8 +51,8 @@ namespace Recorder { public: + // Constructors - RecorderOpenFaceParameters(); RecorderOpenFaceParameters(std::vector &arguments, double fps_vid_out = 30, std::string output_codec = "DIVX"); bool isSequence() const { return is_sequence; } @@ -69,10 +69,7 @@ namespace Recorder double outputFps() const { return fps_vid_out; } private: - - // The default values initializer - void init(); - + // If we are recording results from a sequence each row refers to a frame, if we are recording an image each row is a face bool is_sequence; From db1fef46eb548a5b0cc160830b717f57ae12e4fb Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 08:24:42 +0000 Subject: [PATCH 017/141] Video output bug fix. --- exe/FeatureExtraction/FeatureExtraction.cpp | 72 ++++++++++----------- 1 file changed, 36 insertions(+), 36 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 88cbd56..bbcaec0 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -232,13 +232,13 @@ int main (int argc, char **argv) FaceAnalysis::FaceAnalyserParameters face_analysis_params(arguments); FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params); - while(!done) // this is not a for loop as we might also be reading from a webcam + while (!done) // this is not a for loop as we might also be reading from a webcam { - + string current_file; - + cv::VideoCapture video_capture; - + cv::Mat captured_image; int total_frames = -1; int reported_completion = 0; @@ -246,12 +246,12 @@ int main (int argc, char **argv) double fps_vid_in = -1.0; // TODO this should be moved to a SequenceCapture class - if(video_input) + if (video_input) { // We might specify multiple video files as arguments - if(input_files.size() > 0) + if (input_files.size() > 0) { - f_n++; + f_n++; current_file = input_files[f_n]; } else @@ -260,10 +260,10 @@ int main (int argc, char **argv) f_n = 0; } // Do some grabbing - if( current_file.size() > 0 ) + if (current_file.size() > 0) { - INFO_STREAM( "Attempting to read from file: " << current_file ); - video_capture = cv::VideoCapture( current_file ); + INFO_STREAM("Attempting to read from file: " << current_file); + video_capture = cv::VideoCapture(current_file); total_frames = (int)video_capture.get(CV_CAP_PROP_FRAME_COUNT); fps_vid_in = video_capture.get(CV_CAP_PROP_FPS); @@ -285,29 +285,29 @@ int main (int argc, char **argv) INFO_STREAM("Device or file opened"); } - video_capture >> captured_image; + video_capture >> captured_image; } else { - f_n++; + f_n++; curr_img++; - if(!input_image_files[f_n].empty()) + if (!input_image_files[f_n].empty()) { string curr_img_file = input_image_files[f_n][curr_img]; captured_image = cv::imread(curr_img_file, -1); } else { - FATAL_STREAM( "No .jpg or .png images in a specified drectory, exiting" ); + FATAL_STREAM("No .jpg or .png images in a specified drectory, exiting"); return 1; } // If image sequence provided, assume the fps is 30 fps_vid_in = 30; - } - + } + // If optical centers are not defined just use center of image - if(cx_undefined) + if (cx_undefined) { cx = captured_image.cols / 2.0f; cy = captured_image.rows / 2.0f; @@ -326,21 +326,21 @@ int main (int argc, char **argv) Recorder::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); int frame_count = 0; - + // Use for timestamping if using a webcam int64 t_initial = cv::getTickCount(); // Timestamp in seconds of current processing double time_stamp = 0; - INFO_STREAM( "Starting tracking"); - while(!captured_image.empty()) - { + INFO_STREAM("Starting tracking"); + while (!captured_image.empty()) + { // Grab the timestamp first if (video_input) { - time_stamp = (double)frame_count * (1.0 / fps_vid_in); + time_stamp = (double)frame_count * (1.0 / fps_vid_in); } else { @@ -351,19 +351,19 @@ int main (int argc, char **argv) // Reading the images cv::Mat_ grayscale_image; - if(captured_image.channels() == 3) + if (captured_image.channels() == 3) { - cvtColor(captured_image, grayscale_image, CV_BGR2GRAY); + cvtColor(captured_image, grayscale_image, CV_BGR2GRAY); } else { - grayscale_image = captured_image.clone(); + grayscale_image = captured_image.clone(); } - + // The actual facial landmark detection / tracking bool detection_success; - - if(video_input || images_as_video) + + if (video_input || images_as_video) { detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_model, det_parameters); } @@ -371,7 +371,7 @@ int main (int argc, char **argv) { detection_success = LandmarkDetector::DetectLandmarksInImage(grayscale_image, face_model, det_parameters); } - + // Gaze tracking, absolute gaze direction cv::Point3f gazeDirection0(0, 0, -1); cv::Point3f gazeDirection1(0, 0, -1); @@ -390,24 +390,24 @@ int main (int argc, char **argv) int num_hog_rows = 0, num_hog_cols = 0; // As this can be expensive only compute it if needed by output or visualization - if(recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualize_align || visualize_hog) + if (recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualize_align || visualize_hog) { face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, time_stamp, false, !det_parameters.quiet_mode); face_analyser.GetLatestAlignedFace(sim_warped_img); - if(!det_parameters.quiet_mode && visualize_align) + if (!det_parameters.quiet_mode && visualize_align) { - cv::imshow("sim_warp", sim_warped_img); + cv::imshow("sim_warp", sim_warped_img); } - if(recording_params.outputHOG() || (visualize_hog && !det_parameters.quiet_mode)) + if (recording_params.outputHOG() || (visualize_hog && !det_parameters.quiet_mode)) { face_analyser.GetLatestHOG(hog_descriptor, num_hog_rows, num_hog_cols); - if(visualize_hog && !det_parameters.quiet_mode) + if (visualize_hog && !det_parameters.quiet_mode) { cv::Mat_ hog_descriptor_vis; FaceAnalysis::Visualise_FHOG(hog_descriptor, num_hog_rows, num_hog_cols, hog_descriptor_vis); - cv::imshow("hog", hog_descriptor_vis); + cv::imshow("hog", hog_descriptor_vis); } } } @@ -440,7 +440,7 @@ int main (int argc, char **argv) //} // Visualising the tracker, TODO this should be in utility - if(visualize_track && !det_parameters.quiet_mode) + if (recording_params.outputTrackedVideo() || (visualize_track && !det_parameters.quiet_mode)) { visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, frame_count, fx, fy, cx, cy); } From 1159caba7542842e53a704ac89a97cfd5155ae0c Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 08:51:27 +0000 Subject: [PATCH 018/141] Output similarity aligned faces through recorder. --- exe/FeatureExtraction/FeatureExtraction.cpp | 24 ------------ lib/local/Recorder/include/RecorderOpenFace.h | 4 ++ lib/local/Recorder/src/RecorderOpenFace.cpp | 38 ++++++++++++++++++- 3 files changed, 41 insertions(+), 25 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index bbcaec0..6f808a3 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -415,30 +415,6 @@ int main (int argc, char **argv) // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); - // TODO move to recorder Write the similarity normalised output - //if (!output_similarity_align.empty()) - //{ - - // char name[100]; - - // // Filename is based on frame number - // std::sprintf(name, "frame_det_%06d.bmp", frame_count + 1); - - // // Construct the output filename - // boost::filesystem::path slash("/"); - - // std::string preferredSlash = slash.make_preferred().string(); - - // string out_file = output_similarity_align[f_n] + preferredSlash + string(name); - // bool write_success = imwrite(out_file, sim_warped_img); - - // if (!write_success) - // { - // cout << "Could not output similarity aligned image image" << endl; - // return 1; - // } - //} - // Visualising the tracker, TODO this should be in utility if (recording_params.outputTrackedVideo() || (visualize_track && !det_parameters.quiet_mode)) { diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Recorder/include/RecorderOpenFace.h index e5db78b..dfe96c4 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Recorder/include/RecorderOpenFace.h @@ -107,6 +107,7 @@ namespace Recorder std::string record_root; std::string filename; std::string csv_filename; + std::string aligned_output_directory; // The actual output file stream that will be written RecorderCSV csv_recorder; @@ -143,6 +144,9 @@ namespace Recorder std::string video_filename; cv::Mat vis_to_out; + // For aligned face writing + cv::Mat aligned_face; + }; } #endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 6c23e09..1b67de9 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -97,12 +97,26 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s this->video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); } - // TODO aligned Prepare image recording + // Prepare image recording + if (params.outputAlignedFaces()) + { + aligned_output_directory = (path(record_root) / path(filename + "_aligned")).string(); + CreateDirectory(aligned_output_directory); + } + observation_count = 0; } +// TODO move to actual write +void RecorderOpenFace::SetObservationFaceAlign(const cv::Mat& aligned_face) +{ + this->aligned_face = aligned_face; + +} + + void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track) { if (params.outputTrackedVideo()) @@ -171,6 +185,28 @@ void RecorderOpenFace::WriteObservation() this->hog_recorder.Write(); } + // Write aligned faces + if (params.outputAlignedFaces()) + { + char name[100]; + + // Filename is based on frame number + std::sprintf(name, "frame_det_%06d.bmp", observation_count); + + // Construct the output filename + boost::filesystem::path slash("/"); + + std::string preferredSlash = slash.make_preferred().string(); + + string out_file = aligned_output_directory + preferredSlash + string(name); + bool write_success = cv::imwrite(out_file, aligned_face); + + if (!write_success) + { + WARN_STREAM("Could not output similarity aligned image image"); + } + } + if(params.outputTrackedVideo()) { if (vis_to_out.empty()) From 3b084fa4f3a0914643ae94938166877ceff6c82b Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 08:56:25 +0000 Subject: [PATCH 019/141] Some small fixes on recording in feature extraction. --- exe/FeatureExtraction/FeatureExtraction.cpp | 14 ++++++++------ 1 file changed, 8 insertions(+), 6 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 6f808a3..1f9f807 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -157,11 +157,6 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f fpsSt += fpsC; cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); - if (!det_parameters.quiet_mode) - { - cv::namedWindow("tracking_result", 1); - cv::imshow("tracking_result", captured_image); - } } int main (int argc, char **argv) @@ -415,7 +410,7 @@ int main (int argc, char **argv) // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); - // Visualising the tracker, TODO this should be in utility + // Drawing the visualization on the captured image if (recording_params.outputTrackedVideo() || (visualize_track && !det_parameters.quiet_mode)) { visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, frame_count, fx, fy, cx, cy); @@ -431,6 +426,13 @@ int main (int argc, char **argv) open_face_rec.SetObservationTimestamp(time_stamp); open_face_rec.WriteObservation(); + // Visualize the image if desired + if (visualize_track && !det_parameters.quiet_mode) + { + cv::namedWindow("tracking_result", 1); + cv::imshow("tracking_result", captured_image); + } + // Grabbing the next frame (todo this should be part of capture) if(video_input) { From ab8aaa19eddadb8ddfae74ea684459a6ca84bda3 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 09:21:55 +0000 Subject: [PATCH 020/141] Some more simplification. --- exe/FeatureExtraction/FeatureExtraction.cpp | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 1f9f807..4c38915 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -169,7 +169,7 @@ int main (int argc, char **argv) string output_codec; LandmarkDetector::get_video_input_output_params(input_files, output_files, output_codec, arguments); - // TODO remove + // TODO remove, when have a capture class bool video_input = true; bool images_as_video = false; @@ -488,8 +488,9 @@ int main (int argc, char **argv) if (output_files.size() > 0 && recording_params.outputAUs()) { cout << "Postprocessing the Action Unit predictions" << endl; - face_analyser.PostprocessOutputFile(open_face_rec.GetCSVFile()); // TODO this won't work, need the filename + face_analyser.PostprocessOutputFile(open_face_rec.GetCSVFile()); } + // Reset the models for the next video face_analyser.Reset(); face_model.Reset(); From ac96608bfd3fb564c069b62d88c570b550fb7c6f Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 09:30:56 +0000 Subject: [PATCH 021/141] Two output bug fixes. --- lib/local/Recorder/src/RecorderCSV.cpp | 7 ++++++- lib/local/Recorder/src/RecorderOpenFace.cpp | 2 +- 2 files changed, 7 insertions(+), 2 deletions(-) diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp index 06eb6da..f37e3a5 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -187,7 +187,12 @@ void RecorderCSV::WriteLine(int observation_count, double time_stamp, bool landm // Output the 2D eye landmarks for (auto eye_lmk : eye_landmarks) { - output_file << ", " << eye_lmk; + output_file << ", " << eye_lmk.x; + } + + for (auto eye_lmk : eye_landmarks) + { + output_file << ", " << eye_lmk.y; } } diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 1b67de9..2db847d 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -154,7 +154,7 @@ void RecorderOpenFace::WriteObservation() // As we are writing out the header, work out some things like number of landmarks, names of AUs etc. int num_face_landmarks = landmarks_2D.rows / 2; int num_eye_landmarks = eye_landmarks.size(); - int num_model_modes = pdm_params_local.rows / 2; + int num_model_modes = pdm_params_local.rows; std::vector au_names_class; for (auto au : au_occurences) From 0e428cca45992bf81bbdff8b43f89629ba2ee52b Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 5 Nov 2017 10:30:40 +0000 Subject: [PATCH 022/141] Work on experiments and experiment scripts, together with recording parameters. --- .../src/RecorderOpenFaceParameters.cpp | 140 ++++++++++++++++++ .../Head Pose Experiments/calcBUerror.m | 2 +- .../run_biwi_experiment.m | 2 +- .../Head Pose Experiments/run_bu_experiment.m | 25 +--- .../run_ict_experiment.m | 2 +- 5 files changed, 151 insertions(+), 20 deletions(-) create mode 100644 lib/local/Recorder/src/RecorderOpenFaceParameters.cpp diff --git a/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp b/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp new file mode 100644 index 0000000..b5ea78f --- /dev/null +++ b/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp @@ -0,0 +1,140 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "RecorderOpenFaceParameters.h" + +using namespace std; + +using namespace Recorder; + +RecorderOpenFaceParameters::RecorderOpenFaceParameters(std::vector &arguments, double fps_vid_out, std::string output_codec) +{ + + string separator = string(1, boost::filesystem::path::preferred_separator); + + this->fps_vid_out = fps_vid_out; + this->output_codec = output_codec; + + // First check if there is a root argument (so that videos and outputs could be defined more easilly) + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-root") == 0) + { + output_root = arguments[i + 1] + separator; + i++; + } + if (arguments[i].compare("-outroot") == 0) + { + output_root = arguments[i + 1] + separator; + i++; + } + } + + bool output_set = false; + + output_2D_landmarks = false; + output_3D_landmarks = false; + output_model_params = false; + output_pose = false; + output_AUs = false; + output_gaze = false; + output_hog = false; + output_tracked_video = false; + output_aligned_faces = false; + + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-simalign") == 0) + { + output_aligned_faces = true; + output_set = true; + } + else if (arguments[i].compare("-hogalign") == 0) + { + output_hog = true; + output_set = true; + } + else if (arguments[i].compare("-2Dfp") == 0) + { + output_2D_landmarks = true; + output_set = true; + } + else if (arguments[i].compare("-3Dfp") == 0) + { + output_3D_landmarks = true; + output_set = true; + } + else if (arguments[i].compare("-pdmparams") == 0) + { + output_model_params = true; + output_set = true; + } + else if (arguments[i].compare("-pose") == 0) + { + output_pose = true; + output_set = true; + } + else if (arguments[i].compare("-aus") == 0) + { + output_AUs = true; + output_set = true; + } + else if (arguments[i].compare("-gaze") == 0) + { + output_gaze = true; + output_set = true; + } + else if (arguments[i].compare("-tracked") == 0) + { + output_tracked_video = true; + output_set = true; + } + } + + // Output everything if nothing has been set + + if (!output_set) + { + output_2D_landmarks = true; + output_3D_landmarks = true; + output_model_params = true; + output_pose = true; + output_AUs = true; + output_gaze = true; + output_hog = true; + output_tracked_video = true; + output_aligned_faces = true; + } + +} + diff --git a/matlab_runners/Head Pose Experiments/calcBUerror.m b/matlab_runners/Head Pose Experiments/calcBUerror.m index be3e0ed..b05b203 100644 --- a/matlab_runners/Head Pose Experiments/calcBUerror.m +++ b/matlab_runners/Head Pose Experiments/calcBUerror.m @@ -16,7 +16,7 @@ seq_ids = {}; for i = 1:numel(seqNames) - [frame t, rels, sc tx ty tz rx ry rz] = textread([resDir seqNames{i} '.txt'], '%f, %f, %f, %f, %f, %f, %f, %f, %f, %f', 'headerlines', 1); + [frame t, rels, sc tx ty tz rx ry rz] = textread([resDir seqNames{i} '.csv'], '%f, %f, %f, %f, %f, %f, %f, %f, %f, %f', 'headerlines', 1); posesGround = load ([gtDir seqNames{i} '.dat']); % the reliabilities of head pose diff --git a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m index 8a564cf..e860346 100644 --- a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m @@ -44,7 +44,7 @@ for i=3 + offset:numTogether:numel(dbSeqDir) command = cat(2, command, [' -ov "' outputVideo '"']); end end - command = cat(2, command, [' -fx 505 -fy 505 -cx 320 -cy 240 -no2Dfp -no3Dfp -noMparams -noAUs -noGaze -vis-track ']); + command = cat(2, command, [' -fx 505 -fy 505 -cx 320 -cy 240 -pose -vis-track ']); if(any(strcmp('model', varargin))) command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); diff --git a/matlab_runners/Head Pose Experiments/run_bu_experiment.m b/matlab_runners/Head Pose Experiments/run_bu_experiment.m index 2aa4bfa..24abc23 100644 --- a/matlab_runners/Head Pose Experiments/run_bu_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_bu_experiment.m @@ -17,31 +17,22 @@ function [output_dir] = run_bu_experiment(bu_dir, verbose, varargin) command = executable; command = cat(2, command, [' -inroot ' '"' bu_dir '/"']); - % BU dataset orientation is in terms of camera plane, instruct the - % tracker to output it in that format - command = cat(2, command, [' -cp ']); - % deal with edge cases if(numTogether + i > numel(buFiles)) numTogether = numel(buFiles) - i + 1; end for n=0:numTogether-1 - inputFile = [buFiles(n+i).name]; - [~, name, ~] = fileparts(inputFile); - - % where to output results - outputFile = [output_dir name '.txt']; - - command = cat(2, command, [' -f "' inputFile '" -of "' outputFile '"']); - - if(verbose) - outputVideo = ['"' output_dir name '.avi' '"']; - command = cat(2, command, [' -ov ' outputVideo]); - end + inputFile = [buFiles(n+i).name]; + command = cat(2, command, [' -f "' inputFile '" -of "' output_dir '"']); end - command = cat(2, command, ' -fx 500 -fy 500 -cx 160 -cy 120 -no2Dfp -no3Dfp -noMparams -noAUs -noGaze -vis-track '); + % Only outputing the pose (-pose) + command = cat(2, command, ' -fx 500 -fy 500 -cx 160 -cy 120 -pose -vis-track '); + + if(verbose) + command = cat(2, command, [' -tracked ' outputVideo]); + end if(any(strcmp('model', varargin))) command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); diff --git a/matlab_runners/Head Pose Experiments/run_ict_experiment.m b/matlab_runners/Head Pose Experiments/run_ict_experiment.m index 75e2352..4ff957e 100644 --- a/matlab_runners/Head Pose Experiments/run_ict_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_ict_experiment.m @@ -18,7 +18,7 @@ numTogether = 10; for i=3:numTogether:numel(dbSeqDir) - command = [executable ' -fx 535 -fy 536 -cx 327 -cy 241 -no2Dfp -no3Dfp -noMparams -noAUs -noGaze -vis-track ']; + command = [executable ' -fx 535 -fy 536 -cx 327 -cy 241 -pose -vis-track ']; command = cat(2, command, [' -inroot ' '"' rootDir '/"']); From b37335052c48bdfb697ca5daa8aa57a530e5def5 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Mon, 6 Nov 2017 20:24:04 +0000 Subject: [PATCH 023/141] Fix with sequence recording. --- exe/FeatureExtraction/FeatureExtraction.cpp | 2 +- lib/local/Recorder/include/RecorderOpenFaceParameters.h | 2 +- lib/local/Recorder/src/RecorderOpenFaceParameters.cpp | 8 ++++++-- 3 files changed, 8 insertions(+), 4 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 4c38915..f22c59e 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -317,7 +317,7 @@ int main (int argc, char **argv) fy = fx; } - Recorder::RecorderOpenFaceParameters recording_params(arguments); + Recorder::RecorderOpenFaceParameters recording_params(arguments, true, fps_vid_in); Recorder::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); int frame_count = 0; diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Recorder/include/RecorderOpenFaceParameters.h index b59ffb3..9073fcf 100644 --- a/lib/local/Recorder/include/RecorderOpenFaceParameters.h +++ b/lib/local/Recorder/include/RecorderOpenFaceParameters.h @@ -53,7 +53,7 @@ namespace Recorder public: // Constructors - RecorderOpenFaceParameters(std::vector &arguments, double fps_vid_out = 30, std::string output_codec = "DIVX"); + RecorderOpenFaceParameters(std::vector &arguments, bool sequence, double fps_vid_out = 30); bool isSequence() const { return is_sequence; } bool output2DLandmarks() const { return output_2D_landmarks; } diff --git a/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp b/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp index b5ea78f..fc3a818 100644 --- a/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp +++ b/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp @@ -37,13 +37,17 @@ using namespace std; using namespace Recorder; -RecorderOpenFaceParameters::RecorderOpenFaceParameters(std::vector &arguments, double fps_vid_out, std::string output_codec) +RecorderOpenFaceParameters::RecorderOpenFaceParameters(std::vector &arguments, bool sequence, double fps_vid_out) { string separator = string(1, boost::filesystem::path::preferred_separator); + this->is_sequence = sequence; + this->fps_vid_out = fps_vid_out; - this->output_codec = output_codec; + + // Default output code + this->output_codec = "DIVX"; // First check if there is a root argument (so that videos and outputs could be defined more easilly) for (size_t i = 0; i < arguments.size(); ++i) From 4707b0a687ecc1f1cefc211b34cfbb7ddc816bc8 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 7 Nov 2017 07:25:44 +0000 Subject: [PATCH 024/141] Some more script fixes. --- matlab_runners/Head Pose Experiments/calcBiwiError.m | 2 +- matlab_runners/Head Pose Experiments/calcIctError.m | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/matlab_runners/Head Pose Experiments/calcBiwiError.m b/matlab_runners/Head Pose Experiments/calcBiwiError.m index 52aec56..14e2da9 100644 --- a/matlab_runners/Head Pose Experiments/calcBiwiError.m +++ b/matlab_runners/Head Pose Experiments/calcBiwiError.m @@ -16,7 +16,7 @@ for i=1:numel(seqNames) posesGround = load ([gtDir '/' seqNames{i} '/groundTruthPose.txt']); - [frame t, rels, sc tx ty tz rx ry rz] = textread([resDir '/' seqNames{i} '.txt'], '%f, %f, %f, %f, %f, %f, %f, %f, %f, %f', 'headerlines', 1); + [frame t, rels, sc tx ty tz rx ry rz] = textread([resDir '/' seqNames{i} '.csv'], '%f, %f, %f, %f, %f, %f, %f, %f, %f, %f', 'headerlines', 1); % the reliabilities of head pose rels_all = cat(1, rels_all, rels); diff --git a/matlab_runners/Head Pose Experiments/calcIctError.m b/matlab_runners/Head Pose Experiments/calcIctError.m index b0df1a9..20a7161 100644 --- a/matlab_runners/Head Pose Experiments/calcIctError.m +++ b/matlab_runners/Head Pose Experiments/calcIctError.m @@ -4,7 +4,7 @@ function [meanError, all_rot_preds, all_rot_gts, meanErrors, all_errors, rels_al polhemus = 'polhemusNorm.csv'; - sequences = dir([resDir '*.txt']); + sequences = dir([resDir '*.csv']); rotMeanErr = zeros(numel(sequences),3); rotRMS = zeros(numel(sequences),3); From 71407c9067f7d5e3bff8b3e9dd439b1c79aae48b Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 7 Nov 2017 07:46:25 +0000 Subject: [PATCH 025/141] isSequence fix. --- lib/local/Recorder/include/RecorderCSV.h | 2 +- lib/local/Recorder/src/RecorderCSV.cpp | 5 ++++- lib/local/Recorder/src/RecorderOpenFace.cpp | 2 +- 3 files changed, 6 insertions(+), 3 deletions(-) diff --git a/lib/local/Recorder/include/RecorderCSV.h b/lib/local/Recorder/include/RecorderCSV.h index dfc5621..060f50f 100644 --- a/lib/local/Recorder/include/RecorderCSV.h +++ b/lib/local/Recorder/include/RecorderCSV.h @@ -57,7 +57,7 @@ namespace Recorder RecorderCSV(); // Opening the file and preparing the header for it - bool Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, + bool Open(std::string output_file_name, bool is_sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg); // Closing the file and cleaning up diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Recorder/src/RecorderCSV.cpp index f37e3a5..e8ef507 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Recorder/src/RecorderCSV.cpp @@ -47,14 +47,17 @@ RecorderCSV::RecorderCSV():output_file(){}; // TODO the other 4 constructors + destructors? // Opening the file and preparing the header for it -bool RecorderCSV::Open(std::string output_file_name, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, +bool RecorderCSV::Open(std::string output_file_name, bool is_sequence, bool output_2D_landmarks, bool output_3D_landmarks, bool output_model_params, bool output_pose, bool output_AUs, bool output_gaze, int num_face_landmarks, int num_model_modes, int num_eye_landmarks, const std::vector& au_names_class, const std::vector& au_names_reg) { + output_file.open(output_file_name, std::ios_base::out); if (!output_file.is_open()) return false; + this->is_sequence = is_sequence; + // Set up what we are recording this->output_2D_landmarks = output_2D_landmarks; this->output_3D_landmarks = output_3D_landmarks; diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Recorder/src/RecorderOpenFace.cpp index 2db847d..76d708c 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Recorder/src/RecorderOpenFace.cpp @@ -172,7 +172,7 @@ void RecorderOpenFace::WriteObservation() std::sort(au_names_reg.begin(), au_names_reg.end()); - csv_recorder.Open(csv_filename, params.output2DLandmarks(), params.output3DLandmarks(), params.outputPDMParams(), params.outputPose(), + csv_recorder.Open(csv_filename, params.isSequence(), params.output2DLandmarks(), params.output3DLandmarks(), params.outputPDMParams(), params.outputPose(), params.outputAUs(), params.outputGaze(), num_face_landmarks, num_model_modes, num_eye_landmarks, au_names_class, au_names_reg); } From 815cb58b302841750ab984b0c2e7605d9fb81260 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 7 Nov 2017 21:21:14 +0000 Subject: [PATCH 026/141] Fixing the head pose scripts with the new interface. --- .../Head Pose Experiments/run_biwi_experiment.m | 14 +++++++------- .../Head Pose Experiments/run_ict_experiment.m | 13 ++++++------- 2 files changed, 13 insertions(+), 14 deletions(-) diff --git a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m index e860346..82ee689 100644 --- a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m @@ -35,17 +35,17 @@ for i=3 + offset:numTogether:numel(dbSeqDir) for n=0:numTogether-1 inputFile = [biwiDir dbSeqDir(i+n).name '/colour.avi']; - outputFile = [output_dir dbSeqDir(i+n).name '.txt']; - command = cat(2, command, [' -f "' inputFile '" -of "' outputFile '"']); + command = cat(2, command, [' -f "' inputFile '" -of "' output_dir '"']); + - if(verbose) - outputVideo = [output_dir dbSeqDir(i).name '.avi']; - command = cat(2, command, [' -ov "' outputVideo '"']); - end end command = cat(2, command, [' -fx 505 -fy 505 -cx 320 -cy 240 -pose -vis-track ']); - + + if(verbose) + command = cat(2, command, [' -tracked ' outputVideo]); + end + if(any(strcmp('model', varargin))) command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); end diff --git a/matlab_runners/Head Pose Experiments/run_ict_experiment.m b/matlab_runners/Head Pose Experiments/run_ict_experiment.m index 4ff957e..9b95f15 100644 --- a/matlab_runners/Head Pose Experiments/run_ict_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_ict_experiment.m @@ -30,14 +30,13 @@ for i=3:numTogether:numel(dbSeqDir) for n=0:numTogether-1 inputFile = [ictDir dbSeqDir(i+n).name '/colour undist.avi']; - outputFile = [output_dir dbSeqDir(i+n).name '.txt']; - command = cat(2, command, [' -f "' inputFile '" -of "' outputFile '" ']); - - if(verbose) - outputVideo = [output_dir dbSeqDir(i+n).name '.avi']; - command = cat(2, command, [' -ov "' outputVideo '"']); - end + command = cat(2, command, [' -f "' inputFile '" -of "' output_dir '" ']); + + end + + if(verbose) + command = cat(2, command, [' -tracked ' outputVideo]); end if(any(strcmp('model', varargin))) From 9c1fc21da171cdc53e5e7ec4c688a20f86cd713b Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 09:02:50 +0000 Subject: [PATCH 027/141] Script fixes, and confidence correction where it should be (not in the executable scripts), starting work on capture in utilities --- OpenFace.sln | 2 +- .../FeatureExtraction.vcxproj | 10 +- .../src/LandmarkDetectionValidator.cpp | 4 + .../src/LandmarkDetectorModel.cpp | 2 +- .../src/LandmarkDetectorParameters.cpp | 2 +- .../Utilities.vcxproj} | 3 +- .../Utilities.vcxproj.filters} | 0 .../include/RecorderCSV.h | 2 +- .../include/RecorderHOG.h | 2 +- .../include/RecorderOpenFace.h | 2 +- .../include/RecorderOpenFaceParameters.h | 2 +- lib/local/Utilities/include/SequenceCapture.h | 100 ++++++++++++++++++ .../src/RecorderCSV.cpp | 2 +- .../src/RecorderHOG.cpp | 2 +- .../src/RecorderOpenFace.cpp | 2 +- .../src/RecorderOpenFaceParameters.cpp | 2 +- .../run_yt_dataset.m | 24 ++--- 17 files changed, 129 insertions(+), 34 deletions(-) rename lib/local/{Recorder/Recorder.vcxproj => Utilities/Utilities.vcxproj} (98%) rename lib/local/{Recorder/Recorder.vcxproj.filters => Utilities/Utilities.vcxproj.filters} (100%) rename lib/local/{Recorder => Utilities}/include/RecorderCSV.h (99%) rename lib/local/{Recorder => Utilities}/include/RecorderHOG.h (99%) rename lib/local/{Recorder => Utilities}/include/RecorderOpenFace.h (99%) rename lib/local/{Recorder => Utilities}/include/RecorderOpenFaceParameters.h (99%) create mode 100644 lib/local/Utilities/include/SequenceCapture.h rename lib/local/{Recorder => Utilities}/src/RecorderCSV.cpp (99%) rename lib/local/{Recorder => Utilities}/src/RecorderHOG.cpp (99%) rename lib/local/{Recorder => Utilities}/src/RecorderOpenFace.cpp (99%) rename lib/local/{Recorder => Utilities}/src/RecorderOpenFaceParameters.cpp (99%) diff --git a/OpenFace.sln b/OpenFace.sln index 9c19ba7..a57bf04 100644 --- a/OpenFace.sln +++ b/OpenFace.sln @@ -25,7 +25,7 @@ Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "FaceLandmarkImg", "exe\Face EndProject Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "GazeAnalyser", "lib\local\GazeAnalyser\GazeAnalyser.vcxproj", "{5F915541-F531-434F-9C81-79F5DB58012B}" EndProject -Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "Recorder", "lib\local\Recorder\Recorder.vcxproj", "{8E741EA2-9386-4CF2-815E-6F9B08991EAC}" +Project("{8BC9CEB8-8B4A-11D0-8D11-00A0C91BC942}") = "Utilities", "lib\local\Utilities\Utilities.vcxproj", "{8E741EA2-9386-4CF2-815E-6F9B08991EAC}" EndProject Global GlobalSection(SolutionConfigurationPlatforms) = preSolution diff --git a/exe/FeatureExtraction/FeatureExtraction.vcxproj b/exe/FeatureExtraction/FeatureExtraction.vcxproj index 0499c48..0b72e06 100644 --- a/exe/FeatureExtraction/FeatureExtraction.vcxproj +++ b/exe/FeatureExtraction/FeatureExtraction.vcxproj @@ -111,7 +111,7 @@ Level3 Disabled WIN32;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false StreamingSIMDExtensions2 true @@ -127,7 +127,7 @@ Level3 Disabled WIN64;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false AdvancedVectorExtensions true @@ -145,7 +145,7 @@ false true WIN32;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false Speed StreamingSIMDExtensions2 @@ -167,7 +167,7 @@ false true WIN64;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Recorder\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false Speed AdvancedVectorExtensions @@ -194,7 +194,7 @@ {bdc1d107-de17-4705-8e7b-cdde8bfb2bf8} - + {8e741ea2-9386-4cf2-815e-6f9b08991eac} diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectionValidator.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectionValidator.cpp index 2a3b90e..23d4698 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectionValidator.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectionValidator.cpp @@ -488,6 +488,10 @@ double DetectionValidator::Check(const cv::Vec3d& orientation, const cv::Mat_ &image, FaceModelParameters& pa detection_certainty = landmark_validator.Check(orientation, image, detected_landmarks); - detection_success = detection_certainty < params.validation_boundary; + detection_success = detection_certainty > params.validation_boundary; } else { diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorParameters.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorParameters.cpp index 96aa02a..08910fe 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorParameters.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorParameters.cpp @@ -253,7 +253,7 @@ void FaceModelParameters::init() reg_factor = 25; weight_factor = 0; // By default do not use NU-RLMS for videos as it does not work as well for them - validation_boundary = -0.45; + validation_boundary = 0.725; limit_pose = true; multi_view = false; diff --git a/lib/local/Recorder/Recorder.vcxproj b/lib/local/Utilities/Utilities.vcxproj similarity index 98% rename from lib/local/Recorder/Recorder.vcxproj rename to lib/local/Utilities/Utilities.vcxproj index 371b48b..f6ab3a8 100644 --- a/lib/local/Recorder/Recorder.vcxproj +++ b/lib/local/Utilities/Utilities.vcxproj @@ -21,8 +21,9 @@ {8E741EA2-9386-4CF2-815E-6F9B08991EAC} Win32Proj - Recorder + Utilities 8.1 + Utilities diff --git a/lib/local/Recorder/Recorder.vcxproj.filters b/lib/local/Utilities/Utilities.vcxproj.filters similarity index 100% rename from lib/local/Recorder/Recorder.vcxproj.filters rename to lib/local/Utilities/Utilities.vcxproj.filters diff --git a/lib/local/Recorder/include/RecorderCSV.h b/lib/local/Utilities/include/RecorderCSV.h similarity index 99% rename from lib/local/Recorder/include/RecorderCSV.h rename to lib/local/Utilities/include/RecorderCSV.h index 060f50f..1f5754a 100644 --- a/lib/local/Recorder/include/RecorderCSV.h +++ b/lib/local/Utilities/include/RecorderCSV.h @@ -42,7 +42,7 @@ // OpenCV includes #include -namespace Recorder +namespace Utilities { //=========================================================================== diff --git a/lib/local/Recorder/include/RecorderHOG.h b/lib/local/Utilities/include/RecorderHOG.h similarity index 99% rename from lib/local/Recorder/include/RecorderHOG.h rename to lib/local/Utilities/include/RecorderHOG.h index 06cae80..69a31ae 100644 --- a/lib/local/Recorder/include/RecorderHOG.h +++ b/lib/local/Utilities/include/RecorderHOG.h @@ -43,7 +43,7 @@ #include #include -namespace Recorder +namespace Utilities { //=========================================================================== diff --git a/lib/local/Recorder/include/RecorderOpenFace.h b/lib/local/Utilities/include/RecorderOpenFace.h similarity index 99% rename from lib/local/Recorder/include/RecorderOpenFace.h rename to lib/local/Utilities/include/RecorderOpenFace.h index dfe96c4..5ecac8a 100644 --- a/lib/local/Recorder/include/RecorderOpenFace.h +++ b/lib/local/Utilities/include/RecorderOpenFace.h @@ -45,7 +45,7 @@ #include #include -namespace Recorder +namespace Utilities { //=========================================================================== diff --git a/lib/local/Recorder/include/RecorderOpenFaceParameters.h b/lib/local/Utilities/include/RecorderOpenFaceParameters.h similarity index 99% rename from lib/local/Recorder/include/RecorderOpenFaceParameters.h rename to lib/local/Utilities/include/RecorderOpenFaceParameters.h index 9073fcf..2a5eb46 100644 --- a/lib/local/Recorder/include/RecorderOpenFaceParameters.h +++ b/lib/local/Utilities/include/RecorderOpenFaceParameters.h @@ -44,7 +44,7 @@ using namespace std; -namespace Recorder +namespace Utilities { class RecorderOpenFaceParameters diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h new file mode 100644 index 0000000..ffe61e5 --- /dev/null +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -0,0 +1,100 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __SEQUENCE_CAPTURE_h_ +#define __SEQUENCE_CAPTURE_h_ + +// System includes +#include +#include +#include + +// OpenCV includes +#include +#include + +namespace Utilities +{ + + //=========================================================================== + /** + A class for capturing sequences from video, webcam, and image directories + */ + class SequenceCapture { + + public: + + // Default constructor + SequenceCapture(); + + // Opening based on command line arguments + void Open(std::vector arguments); + + // Direct opening + + // Webcam + void OpenWebcam(int device_id); + + // Image sequence in the directory + void OpenImageSequence(std::string directory); + + // Video file + void OpenVideoFile(std::string video_file); + + private: + + // Used for capturing webcam and video + cv::VideoCapture capture; + + // Storing the latest captures + cv::Mat latest_frame; + cv::Mat latest_gray_frame; + + double fps; + + // Keeping track if we are opening a video, webcam or image sequence + bool is_webcam; + bool is_image_seq; + + // Keeping track of frame number and the files in the image sequence + int frame_num; + std::vector image_files; + + // Length of video allowing to assess progress + int vid_length; + + // TODO fx and fy should be here + + }; +} +#endif \ No newline at end of file diff --git a/lib/local/Recorder/src/RecorderCSV.cpp b/lib/local/Utilities/src/RecorderCSV.cpp similarity index 99% rename from lib/local/Recorder/src/RecorderCSV.cpp rename to lib/local/Utilities/src/RecorderCSV.cpp index e8ef507..fb7e454 100644 --- a/lib/local/Recorder/src/RecorderCSV.cpp +++ b/lib/local/Utilities/src/RecorderCSV.cpp @@ -39,7 +39,7 @@ // For standard out #include -using namespace Recorder; +using namespace Utilities; // Default constructor initializes the variables RecorderCSV::RecorderCSV():output_file(){}; diff --git a/lib/local/Recorder/src/RecorderHOG.cpp b/lib/local/Utilities/src/RecorderHOG.cpp similarity index 99% rename from lib/local/Recorder/src/RecorderHOG.cpp rename to lib/local/Utilities/src/RecorderHOG.cpp index ac5563f..ea0a218 100644 --- a/lib/local/Recorder/src/RecorderHOG.cpp +++ b/lib/local/Utilities/src/RecorderHOG.cpp @@ -35,7 +35,7 @@ #include -using namespace Recorder; +using namespace Utilities; // Default constructor initializes the variables RecorderHOG::RecorderHOG() :hog_file() {}; diff --git a/lib/local/Recorder/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp similarity index 99% rename from lib/local/Recorder/src/RecorderOpenFace.cpp rename to lib/local/Utilities/src/RecorderOpenFace.cpp index 76d708c..1d5a791 100644 --- a/lib/local/Recorder/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -48,7 +48,7 @@ using namespace boost::filesystem; -using namespace Recorder; +using namespace Utilities; #define WARN_STREAM( stream ) \ std::cout << "Warning: " << stream << std::endl diff --git a/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp b/lib/local/Utilities/src/RecorderOpenFaceParameters.cpp similarity index 99% rename from lib/local/Recorder/src/RecorderOpenFaceParameters.cpp rename to lib/local/Utilities/src/RecorderOpenFaceParameters.cpp index fc3a818..a563f7a 100644 --- a/lib/local/Recorder/src/RecorderOpenFaceParameters.cpp +++ b/lib/local/Utilities/src/RecorderOpenFaceParameters.cpp @@ -35,7 +35,7 @@ using namespace std; -using namespace Recorder; +using namespace Utilities; RecorderOpenFaceParameters::RecorderOpenFaceParameters(std::vector &arguments, bool sequence, double fps_vid_out) { diff --git a/matlab_runners/Feature Point Experiments/run_yt_dataset.m b/matlab_runners/Feature Point Experiments/run_yt_dataset.m index 8d3c29a..35738ff 100644 --- a/matlab_runners/Feature Point Experiments/run_yt_dataset.m +++ b/matlab_runners/Feature Point Experiments/run_yt_dataset.m @@ -27,18 +27,14 @@ database_root = [database_root, '/ytceleb/']; in_vids = dir([database_root '/*.avi']); command = executable; -command = cat(2, command, ' -no3Dfp -noMparams -noPose -noGaze -noAUs '); +command = cat(2, command, ' -2Dfp '); % add all videos to single argument list (so as not to load the model anew % for every video) for i=1:numel(in_vids) - [~, name, ~] = fileparts(in_vids(i).name); - - % where to output tracking results - outputFile_fp = [output name '_fp.txt']; in_file_name = [database_root, '/', in_vids(i).name]; - command = cat(2, command, [' -f "' in_file_name '" -of "' outputFile_fp '"']); + command = cat(2, command, [' -f "' in_file_name '" -of "' output '"']); end if(isunix) @@ -56,19 +52,13 @@ end command = executable; command = cat(2, command, ' -mloc model/main_clm_general.txt '); -command = cat(2, command, ' -no3Dfp -noMparams -noPose -noGaze -noAUs '); +command = cat(2, command, ' -2Dfp '); % add all videos to single argument list (so as not to load the model anew % for every video) -for i=1:numel(in_vids) - - [~, name, ~] = fileparts(in_vids(i).name); - - % where to output tracking results - outputFile_fp = [output name '_fp.txt']; - in_file_name = [database_root, '/', in_vids(i).name]; - - command = cat(2, command, [' -f "' in_file_name '" -of "' outputFile_fp '"']); +for i=1:numel(in_vids) + in_file_name = [database_root, '/', in_vids(i).name]; + command = cat(2, command, [' -f "' in_file_name '" -of "' output '"']); end if(isunix) @@ -80,7 +70,7 @@ end d_loc = 'yt_features/'; d_loc_clm = 'yt_features_clm/'; -files_yt = dir([d_loc, '/*.txt']); +files_yt = dir([d_loc, '/*.csv']); preds_all = []; preds_all_clm = []; gts_all = []; From e8511cd10fa8c886e68ac08c1af3bfa9591dad29 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 19:38:37 +0000 Subject: [PATCH 028/141] Working on SequenceCapture functionality. --- .gitignore | 2 + exe/FeatureExtraction/FeatureExtraction.cpp | 4 +- lib/local/Utilities/include/SequenceCapture.h | 15 +- lib/local/Utilities/src/SequenceCapture.cpp | 258 ++++++++++++++++++ 4 files changed, 271 insertions(+), 8 deletions(-) create mode 100644 lib/local/Utilities/src/SequenceCapture.cpp diff --git a/.gitignore b/.gitignore index fd4c176..05d549c 100644 --- a/.gitignore +++ b/.gitignore @@ -51,3 +51,5 @@ matlab_runners/Head Pose Experiments/experiments/ict_out/ OpenFace\.VC\.db matlab_version/face_validation/vlfeat-0.9.20/ matlab_version/face_validation/trained/intermediate/ +lib/local/GazeAnalyser/x64/ +lib/local/Utilities/x64/ diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index f22c59e..b07575f 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -317,8 +317,8 @@ int main (int argc, char **argv) fy = fx; } - Recorder::RecorderOpenFaceParameters recording_params(arguments, true, fps_vid_in); - Recorder::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); + Utilities::RecorderOpenFaceParameters recording_params(arguments, true, fps_vid_in); + Utilities::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); int frame_count = 0; diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index ffe61e5..553da0a 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -58,18 +58,23 @@ namespace Utilities SequenceCapture(); // Opening based on command line arguments - void Open(std::vector arguments); + bool Open(std::vector arguments); // Direct opening // Webcam - void OpenWebcam(int device_id); + bool OpenWebcam(int device_id, int image_width = 640, int image_height = 480, float fx = -1, float fy = -1, float cx = -1, float cy = -1); // Image sequence in the directory - void OpenImageSequence(std::string directory); + bool OpenImageSequence(std::string directory, float fx = -1, float fy = -1, float cx = -1, float cy = -1); // Video file - void OpenVideoFile(std::string video_file); + bool OpenVideoFile(std::string video_file, float fx = -1, float fy = -1, float cx = -1, float cy = -1); + + int frame_width; + int frame_height; + + float fx, fy, cx, cy; private: @@ -93,8 +98,6 @@ namespace Utilities // Length of video allowing to assess progress int vid_length; - // TODO fx and fy should be here - }; } #endif \ No newline at end of file diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp new file mode 100644 index 0000000..f663701 --- /dev/null +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -0,0 +1,258 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "SequenceCapture.h" + +#include + +// Boost includes +#include +#include +#include + +using namespace Utilities; + +// TODO initialize defaults +SequenceCapture::SequenceCapture(): +{ + +} + +bool SequenceCapture::Open(std::vector arguments) +{ + + // Consuming the input arguments + bool* valid = new bool[arguments.size()]; + + for (size_t i = 0; i < arguments.size(); ++i) + { + valid[i] = true; + } + + std::string input_root = ""; + + std::string separator = std::string(1, boost::filesystem::path::preferred_separator); + + // First check if there is a root argument (so that videos and input directories could be defined more easily) + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-root") == 0) + { + input_root = arguments[i + 1] + separator; + i++; + } + if (arguments[i].compare("-inroot") == 0) + { + input_root = arguments[i + 1] + separator; + i++; + } + } + + std::string input_video_file; + std::string input_sequence_directory; + int device = -1; + + bool file_found = false; + + for (size_t i = 0; i < arguments.size(); ++i) + { + if (!file_found && arguments[i].compare("-f") == 0) + { + input_video_file = (input_root + arguments[i + 1]); + valid[i] = false; + valid[i + 1] = false; + i++; + file_found = true; + } + else if (!file_found && arguments[i].compare("-fdir") == 0) + { + input_sequence_directory = (input_root + arguments[i + 1]); + valid[i] = false; + valid[i + 1] = false; + i++; + file_found = true; + } + else if (arguments[i].compare("-fx") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> fx; + i++; + } + else if (arguments[i].compare("-fy") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> fy; + i++; + } + else if (arguments[i].compare("-cx") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> cx; + i++; + } + else if (arguments[i].compare("-cy") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> cy; + i++; + } + else if (arguments[i].compare("-device") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> device; + valid[i] = false; + valid[i + 1] = false; + i++; + } + } + + for (int i = arguments.size() - 1; i >= 0; --i) + { + if (!valid[i]) + { + arguments.erase(arguments.begin() + i); + } + } + + // Based on what was read in open the sequence TODO + +} + +bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, float fx, float fy, float cx, float cy) +{ + + if (device < 0) + { + std::cout << "Specify a valid device" << std::endl; + return false; + } + + latest_frame = cv::Mat(); + latest_gray_frame = cv::Mat(); + + capture.open(device); + capture.set(CV_CAP_PROP_FRAME_WIDTH, image_width); + capture.set(CV_CAP_PROP_FRAME_HEIGHT, image_height); + + is_webcam = true; + is_image_seq = false; + + vid_length = 0; + frame_num = 0; + + this->frame_width = capture.get(CV_CAP_PROP_FRAME_WIDTH); + this->frame_height = capture.get(CV_CAP_PROP_FRAME_HEIGHT); + + if (!capture.isOpened()) + { + std::cout << "Failed to open the webcam" << std::endl; + return false; + } + if (frame_width != image_width || frame_height != image_height) + { + std::cout << "Failed to open the webcam with desired resolution" << std::endl; + std::cout << "Defaulting to " << frame_width << "x" << frame_height << std::endl; + } + + this->fps = capture.get(CV_CAP_PROP_FPS); + + // TODO estimate the fx, fy etc. + return true; + +} + +// TODO proper destructors and move constructors + +bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, float cx, float cy) +{ + latest_frame = cv::Mat(); + latest_gray_frame = cv::Mat(); + + capture.open(video_file); + + this->fps = capture.get(CV_CAP_PROP_FPS); + + is_webcam = false; + is_image_seq = false; + + this->frame_width = capture.get(CV_CAP_PROP_FRAME_WIDTH); + this->frame_height = capture.get(CV_CAP_PROP_FRAME_HEIGHT); + + vid_length = capture.get(CV_CAP_PROP_FRAME_COUNT); + frame_num = 0; + + if (capture.isOpened()) + { + std::cout << "Failed to open the video file at location: " << video_file << std::endl; + return false; + } + + // TODO estimate the fx, fy etc. + + return true; + +} + +void SequenceCapture::OpenImageSequence(std::string directory, float fx, float fy, float cx, float cy) +{ + image_files.clear(); + + boost::filesystem::path image_directory(directory); + std::vector file_in_directory; + copy(boost::filesystem::directory_iterator(image_directory), boost::filesystem::directory_iterator(), back_inserter(file_in_directory)); + + // Sort the images in the directory first + sort(file_in_directory.begin(), file_in_directory.end()); + + std::vector curr_dir_files; + + for (std::vector::const_iterator file_iterator(file_in_directory.begin()); file_iterator != file_in_directory.end(); ++file_iterator) + { + // Possible image extension .jpg and .png + if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".png") == 0) + { + curr_dir_files.push_back(file_iterator->string()); + } + } + + image_files = curr_dir_files; + + if (image_files.empty()) + { + std::cout << "No images found in the directory: " << directory << std::endl; + return false; + } + + return true; + +} From a1235efce8df655976cb49685a34c773eb096b2f Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 20:08:17 +0000 Subject: [PATCH 029/141] SequenceCapture work. --- lib/local/Utilities/src/SequenceCapture.cpp | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index f663701..598a280 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -145,6 +145,18 @@ bool SequenceCapture::Open(std::vector arguments) } // Based on what was read in open the sequence TODO + if (device != -1) + { + return OpenWebcam(device, 640, 480, fx, fy, cx, cy); + } + if (!input_video_file.empty()) + { + return OpenVideoFile(input_video_file, fx, fy, cx, cy); + } + if (!input_sequence_directory.empty()) + { + return OpenImageSequence(input_sequence_directory, fx, fy, cx, cy); + } } From 75bb688d2cdf5281762e35bb1105e207f714a2cc Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 20:22:14 +0000 Subject: [PATCH 030/141] Sequence capture files added to the project. --- lib/local/Utilities/Utilities.vcxproj | 2 ++ lib/local/Utilities/Utilities.vcxproj.filters | 6 ++++++ 2 files changed, 8 insertions(+) diff --git a/lib/local/Utilities/Utilities.vcxproj b/lib/local/Utilities/Utilities.vcxproj index f6ab3a8..5aa039a 100644 --- a/lib/local/Utilities/Utilities.vcxproj +++ b/lib/local/Utilities/Utilities.vcxproj @@ -144,12 +144,14 @@ + + diff --git a/lib/local/Utilities/Utilities.vcxproj.filters b/lib/local/Utilities/Utilities.vcxproj.filters index 5544754..41ddb41 100644 --- a/lib/local/Utilities/Utilities.vcxproj.filters +++ b/lib/local/Utilities/Utilities.vcxproj.filters @@ -27,6 +27,9 @@ Source Files + + Source Files + @@ -41,5 +44,8 @@ Header Files + + Header Files + \ No newline at end of file From 839e1bc73821fa57fb437dff6978ddefd9f7187a Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 20:50:46 +0000 Subject: [PATCH 031/141] Working on sequence captures. --- exe/FeatureExtraction/FeatureExtraction.cpp | 4 +- lib/local/Utilities/include/SequenceCapture.h | 16 +- lib/local/Utilities/src/SequenceCapture.cpp | 138 ++++++++++++++++-- 3 files changed, 146 insertions(+), 12 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index b07575f..243985d 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -332,7 +332,7 @@ int main (int argc, char **argv) while (!captured_image.empty()) { - // Grab the timestamp first + // Grab the timestamp first (TODO timestamp should be grabbed from sequence) if (video_input) { time_stamp = (double)frame_count * (1.0 / fps_vid_in); @@ -343,7 +343,7 @@ int main (int argc, char **argv) time_stamp = (double)frame_count * (1.0 / 30.0); } - // Reading the images + // Reading the images, TODO grayscale should be grabbed another way cv::Mat_ grayscale_image; if (captured_image.channels() == 3) diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index 553da0a..f639fed 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -55,7 +55,9 @@ namespace Utilities public: // Default constructor - SequenceCapture(); + SequenceCapture() {}; + + // TODO block copy, move etc. // Opening based on command line arguments bool Open(std::vector arguments); @@ -71,6 +73,16 @@ namespace Utilities // Video file bool OpenVideoFile(std::string video_file, float fx = -1, float fy = -1, float cx = -1, float cy = -1); + // Getting the next frame + cv::Mat GetNextFrame(); + + // Getting the most recent grayscale frame (need to call GetNextFrame first) + cv::Mat_ GetGrayFrame(); + + double GetProgress(); + + bool IsOpened(); + int frame_width; int frame_height; @@ -98,6 +110,8 @@ namespace Utilities // Length of video allowing to assess progress int vid_length; + bool img_grabbed; + }; } #endif \ No newline at end of file diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index 598a280..f48c417 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -42,12 +42,6 @@ using namespace Utilities; -// TODO initialize defaults -SequenceCapture::SequenceCapture(): -{ - -} - bool SequenceCapture::Open(std::vector arguments) { @@ -198,7 +192,22 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, this->fps = capture.get(CV_CAP_PROP_FPS); - // TODO estimate the fx, fy etc. + // If optical centers are not defined just use center of image + if (cx == -1) + { + cx = frame_width / 2.0f; + cy = frame_height / 2.0f; + } + // Use a rough guess-timate of focal length + if (fx == -1) + { + fx = 500 * (frame_width / 640.0); + fy = 500 * (frame_height / 480.0); + + fx = (fx + fy) / 2.0; + fy = fx; + } + return true; } @@ -229,13 +238,27 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, return false; } - // TODO estimate the fx, fy etc. + // If optical centers are not defined just use center of image + if (cx == -1) + { + cx = frame_width / 2.0f; + cy = frame_height / 2.0f; + } + // Use a rough guess-timate of focal length + if (fx == -1) + { + fx = 500 * (frame_width / 640.0); + fy = 500 * (frame_height / 480.0); + + fx = (fx + fy) / 2.0; + fy = fx; + } return true; } -void SequenceCapture::OpenImageSequence(std::string directory, float fx, float fy, float cx, float cy) +bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float fy, float cx, float cy) { image_files.clear(); @@ -265,6 +288,103 @@ void SequenceCapture::OpenImageSequence(std::string directory, float fx, float f return false; } + // Assume all images are same size in an image sequence + cv::Mat tmp = cv::imread(image_files[0], -1); + this->frame_height = tmp.size().height; + this->frame_width = tmp.size().width; + + // If optical centers are not defined just use center of image + if (cx == -1) + { + cx = frame_width / 2.0f; + cy = frame_height / 2.0f; + } + // Use a rough guess-timate of focal length + if (fx == -1) + { + fx = 500 * (frame_width / 640.0); + fy = 500 * (frame_height / 480.0); + + fx = (fx + fy) / 2.0; + fy = fx; + } + + // No fps as we have a sequence + this->fps = 0; + return true; } + +cv::Mat SequenceCapture::GetNextFrame() +{ + frame_num++; + + if (is_webcam && !is_image_seq) + { + + bool success = capture.read(latest_frame); + + if (!success) + { + // Indicate lack of success by returning an empty image + latest_frame = cv::Mat(); + } + } + else if (is_image_seq) + { + if (image_files.empty()) + { + // Indicate lack of success by returning an empty image + latest_frame = cv::Mat(); + } + + latest_frame = cv::imread(image_files[frame_num-1], -1); + } + + // Set the grayscale frame + if (grayFrame == nullptr) { + if (latestFrame->Width > 0) { + grayFrame = gcnew OpenCVWrappers::RawImage(latestFrame->Width, latestFrame->Height, CV_8UC1); + } + } + + if (grayFrame != nullptr) { + cvtColor(latestFrame->Mat, grayFrame->Mat, CV_BGR2GRAY); + } + + return latest_frame; +} + +double SequenceCapture::GetProgress() +{ + if (is_webcam) + { + return -1.0; + } + else + { + return (double)frame_num / (double)vid_length; + } +} + +bool SequenceCapture::IsOpened() +{ + if (is_webcam || !is_image_seq) + return capture.isOpened(); + else + return (image_files.size() > 0 && frame_num < image_files.size()); +} + +cv::Mat_ SequenceCapture::GetGrayFrame() { + if (img_grabbed) + { + img_grabbed = false; + return latest_gray_frame; + } + else + { + std::cout << "Need to call GetNextFrame(), before calling GetGrayFrame() " << std::endl; + return cv::Mat_(); + } +} \ No newline at end of file From 4b54738b688c34ee2e30dea945b12e595ed02afe Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 21:13:02 +0000 Subject: [PATCH 032/141] More work on sequence capture. --- exe/FaceLandmarkImg/FaceLandmarkImg.cpp | 1 + lib/local/Utilities/src/SequenceCapture.cpp | 71 +++++++++++++++------ 2 files changed, 51 insertions(+), 21 deletions(-) diff --git a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp index 8050611..4b0336f 100644 --- a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp +++ b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp @@ -72,6 +72,7 @@ vector get_arguments(int argc, char **argv) return arguments; } +// TODO rem void convert_to_grayscale(const cv::Mat& in, cv::Mat& out) { if(in.channels() == 3) diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index f48c417..2f14c7d 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -40,6 +40,9 @@ #include #include +// OpenCV includes +#include + using namespace Utilities; bool SequenceCapture::Open(std::vector arguments) @@ -274,7 +277,7 @@ bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float f for (std::vector::const_iterator file_iterator(file_in_directory.begin()); file_iterator != file_in_directory.end(); ++file_iterator) { // Possible image extension .jpg and .png - if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".png") == 0) + if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".jpeg") == 0 || file_iterator->extension().string().compare(".png") == 0 || file_iterator->extension().string().compare(".bmp") == 0) { curr_dir_files.push_back(file_iterator->string()); } @@ -316,6 +319,48 @@ bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float f } +void convertToGrayscale(const cv::Mat& in, cv::Mat& out) +{ + if (in.channels() == 3) + { + // Make sure it's in a correct format + if (in.depth() != CV_8U) + { + if (in.depth() == CV_16U) + { + cv::Mat tmp = in / 256; + tmp.convertTo(tmp, CV_8U); + cv::cvtColor(tmp, out, CV_BGR2GRAY); + } + } + else + { + cv::cvtColor(in, out, CV_BGR2GRAY); + } + } + else if (in.channels() == 4) + { + cv::cvtColor(in, out, CV_BGRA2GRAY); + } + else + { + if (in.depth() == CV_16U) + { + cv::Mat tmp = in / 256; + out = tmp.clone(); + } + else if (in.depth() != CV_8U) + { + in.convertTo(out, CV_8U); + } + else + { + out = in.clone(); + } + } +} + + cv::Mat SequenceCapture::GetNextFrame() { frame_num++; @@ -343,15 +388,7 @@ cv::Mat SequenceCapture::GetNextFrame() } // Set the grayscale frame - if (grayFrame == nullptr) { - if (latestFrame->Width > 0) { - grayFrame = gcnew OpenCVWrappers::RawImage(latestFrame->Width, latestFrame->Height, CV_8UC1); - } - } - - if (grayFrame != nullptr) { - cvtColor(latestFrame->Mat, grayFrame->Mat, CV_BGR2GRAY); - } + convertToGrayscale(latest_frame, latest_gray_frame); return latest_frame; } @@ -376,15 +413,7 @@ bool SequenceCapture::IsOpened() return (image_files.size() > 0 && frame_num < image_files.size()); } -cv::Mat_ SequenceCapture::GetGrayFrame() { - if (img_grabbed) - { - img_grabbed = false; - return latest_gray_frame; - } - else - { - std::cout << "Need to call GetNextFrame(), before calling GetGrayFrame() " << std::endl; - return cv::Mat_(); - } +cv::Mat_ SequenceCapture::GetGrayFrame() +{ + return latest_gray_frame; } \ No newline at end of file From 53d7d6b78c0ae8ac42648506e6b80e71eff8c4d6 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Wed, 8 Nov 2017 21:35:27 +0000 Subject: [PATCH 033/141] Continuing working on sequence capture, leading to quite a big cleanup in FeatuerExtraction.cpp --- exe/FeatureExtraction/FeatureExtraction.cpp | 154 ++---------------- .../src/LandmarkDetectorUtils.cpp | 58 ------- lib/local/Utilities/src/SequenceCapture.cpp | 14 ++ 3 files changed, 28 insertions(+), 198 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 243985d..a90132b 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -58,6 +58,7 @@ #include #include #include +#include #ifndef CONFIG_DIR #define CONFIG_DIR "~" @@ -82,8 +83,6 @@ printErrorAndAbort( std::string( "Fatal error: " ) + stream ) using namespace std; -using namespace boost::filesystem; - vector get_arguments(int argc, char **argv) { @@ -99,12 +98,6 @@ vector get_arguments(int argc, char **argv) void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog, vector &arguments); -void get_image_input_output_params_feats(vector > &input_image_files, bool& as_video, vector &arguments); - -// Some globals for tracking timing information for visualisation -double fps_tracker = -1.0; -int64 t0 = 0; - // Visualising the results void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, int frame_count, double fx, double fy, double cx, double cy) { @@ -163,47 +156,6 @@ int main (int argc, char **argv) { vector arguments = get_arguments(argc, argv); - - // Get the input output file parameters - vector input_files, output_files; - string output_codec; - LandmarkDetector::get_video_input_output_params(input_files, output_files, output_codec, arguments); - - // TODO remove, when have a capture class - bool video_input = true; - bool images_as_video = false; - - vector > input_image_files; - - // Adding image support (TODO should be moved to capture) - if(input_files.empty()) - { - vector o_img; - get_image_input_output_params_feats(input_image_files, images_as_video, arguments); - - if(!input_image_files.empty()) - { - video_input = false; - } - } - - // Grab camera parameters, if they are not defined (approximate values will be used) - float fx = 0, fy = 0, cx = 0, cy = 0; - int d = 0; - // Get camera parameters - LandmarkDetector::get_camera_params(d, fx, fy, cx, cy, arguments); - - // If cx (optical axis centre) is undefined will use the image size/2 as an estimate - bool cx_undefined = false; - bool fx_undefined = false; - if (cx == 0 || cy == 0) - { - cx_undefined = true; - } - if (fx == 0 || fy == 0) - { - fx_undefined = true; - } // Deciding what to visualize bool visualize_track = false; @@ -211,11 +163,6 @@ int main (int argc, char **argv) bool visualize_hog = false; get_visualization_params(visualize_track, visualize_align, visualize_hog, arguments); - // If multiple video files are tracked, use this to indicate if we are done - bool done = false; - int f_n = -1; - int curr_img = -1; - // Load the modules that are being used for tracking and face analysis // Load face landmark detector LandmarkDetector::FaceModelParameters det_parameters(arguments); @@ -227,96 +174,23 @@ int main (int argc, char **argv) FaceAnalysis::FaceAnalyserParameters face_analysis_params(arguments); FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params); - while (!done) // this is not a for loop as we might also be reading from a webcam + Utilities::SequenceCapture sequence_reader(); + + while (true) // this is not a for loop as we might also be reading from a webcam { + // INFO_STREAM("Attempting to read from file: " << current_file); TODO add reading info stuff + // INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); + // INFO_STREAM("Device or file opened"); + + sequence_reader.Open(arguments); + if (!sequence_reader.IsOpen()) + break; + string current_file; - - cv::VideoCapture video_capture; - + cv::Mat captured_image; - int total_frames = -1; - int reported_completion = 0; - - double fps_vid_in = -1.0; - - // TODO this should be moved to a SequenceCapture class - if (video_input) - { - // We might specify multiple video files as arguments - if (input_files.size() > 0) - { - f_n++; - current_file = input_files[f_n]; - } - else - { - // If we want to write out from webcam - f_n = 0; - } - // Do some grabbing - if (current_file.size() > 0) - { - INFO_STREAM("Attempting to read from file: " << current_file); - video_capture = cv::VideoCapture(current_file); - total_frames = (int)video_capture.get(CV_CAP_PROP_FRAME_COUNT); - fps_vid_in = video_capture.get(CV_CAP_PROP_FPS); - - // Check if fps is nan or less than 0 - if (fps_vid_in != fps_vid_in || fps_vid_in <= 0) - { - INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); - fps_vid_in = 30; - } - } - - if (!video_capture.isOpened()) - { - FATAL_STREAM("Failed to open video source, exiting"); - return 1; - } - else - { - INFO_STREAM("Device or file opened"); - } - - video_capture >> captured_image; - } - else - { - f_n++; - curr_img++; - if (!input_image_files[f_n].empty()) - { - string curr_img_file = input_image_files[f_n][curr_img]; - captured_image = cv::imread(curr_img_file, -1); - } - else - { - FATAL_STREAM("No .jpg or .png images in a specified drectory, exiting"); - return 1; - } - - // If image sequence provided, assume the fps is 30 - fps_vid_in = 30; - } - - // If optical centers are not defined just use center of image - if (cx_undefined) - { - cx = captured_image.cols / 2.0f; - cy = captured_image.rows / 2.0f; - } - // Use a rough guess-timate of focal length - if (fx_undefined) - { - fx = 500 * (captured_image.cols / 640.0); - fy = 500 * (captured_image.rows / 480.0); - - fx = (fx + fy) / 2.0; - fy = fx; - } - + Utilities::RecorderOpenFaceParameters recording_params(arguments, true, fps_vid_in); Utilities::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index b473002..8c74925 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -170,64 +170,6 @@ void get_video_input_output_params(vector &input_video_files, vector &arguments) -{ - bool* valid = new bool[arguments.size()]; - - for(size_t i=0; i < arguments.size(); ++i) - { - valid[i] = true; - if (arguments[i].compare("-fx") == 0) - { - stringstream data(arguments[i+1]); - data >> fx; - valid[i] = false; - valid[i+1] = false; - i++; - } - else if (arguments[i].compare("-fy") == 0) - { - stringstream data(arguments[i+1]); - data >> fy; - valid[i] = false; - valid[i+1] = false; - i++; - } - else if (arguments[i].compare("-cx") == 0) - { - stringstream data(arguments[i+1]); - data >> cx; - valid[i] = false; - valid[i+1] = false; - i++; - } - else if (arguments[i].compare("-cy") == 0) - { - stringstream data(arguments[i+1]); - data >> cy; - valid[i] = false; - valid[i+1] = false; - i++; - } - else if (arguments[i].compare("-device") == 0) - { - stringstream data(arguments[i+1]); - data >> device; - valid[i] = false; - valid[i+1] = false; - i++; - } - } - - for(int i=arguments.size()-1; i >= 0; --i) - { - if(!valid[i]) - { - arguments.erase(arguments.begin()+i); - } - } -} - void get_image_input_output_params(vector &input_image_files, vector &output_feature_files, vector &output_pose_files, vector &output_image_files, vector> &input_bounding_boxes, vector &arguments) { diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index 2f14c7d..d002b69 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -195,6 +195,13 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, this->fps = capture.get(CV_CAP_PROP_FPS); + // Check if fps is nan or less than 0 + if (fps != fps || fps <= 0) + { + INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); + fps = 30; + } + // If optical centers are not defined just use center of image if (cx == -1) { @@ -226,6 +233,13 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, this->fps = capture.get(CV_CAP_PROP_FPS); + // Check if fps is nan or less than 0 + if (fps != fps || fps <= 0) + { + INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); + fps = 30; + } + is_webcam = false; is_image_seq = false; From 6c14aeab895cc73070d34c4aa6d3afd17a33397b Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 9 Nov 2017 18:25:49 +0000 Subject: [PATCH 034/141] Big cleanup for SequenceCapture --- exe/FeatureExtraction/FeatureExtraction.cpp | 186 +++--------------- lib/local/Utilities/include/SequenceCapture.h | 6 +- lib/local/Utilities/src/RecorderOpenFace.cpp | 4 - lib/local/Utilities/src/SequenceCapture.cpp | 25 ++- 4 files changed, 54 insertions(+), 167 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index a90132b..358ca3e 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -98,7 +98,7 @@ vector get_arguments(int argc, char **argv) void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog, vector &arguments); -// Visualising the results +// Visualising the results TODO separate class void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, int frame_count, double fx, double fy, double cx, double cy) { @@ -135,20 +135,20 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f } } - // Work out the framerate - if (frame_count % 10 == 0) - { - double t1 = cv::getTickCount(); - fps_tracker = 10.0 / (double(t1 - t0) / cv::getTickFrequency()); - t0 = t1; - } + // Work out the framerate TODO + //if (frame_count % 10 == 0) + //{ + // double t1 = cv::getTickCount(); + // fps_tracker = 10.0 / (double(t1 - t0) / cv::getTickFrequency()); + // t0 = t1; + //} - // Write out the framerate on the image before displaying it - char fpsC[255]; - std::sprintf(fpsC, "%d", (int)fps_tracker); - string fpsSt("FPS:"); - fpsSt += fpsC; - cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); + //// Write out the framerate on the image before displaying it + //char fpsC[255]; + //std::sprintf(fpsC, "%d", (int)fps_tracker); + //string fpsSt("FPS:"); + //fpsSt += fpsC; + //cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); } @@ -174,72 +174,35 @@ int main (int argc, char **argv) FaceAnalysis::FaceAnalyserParameters face_analysis_params(arguments); FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params); - Utilities::SequenceCapture sequence_reader(); + Utilities::SequenceCapture sequence_reader; while (true) // this is not a for loop as we might also be reading from a webcam { - // INFO_STREAM("Attempting to read from file: " << current_file); TODO add reading info stuff - // INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); - // INFO_STREAM("Device or file opened"); - - sequence_reader.Open(arguments); - if (!sequence_reader.IsOpen()) + // The sequence reader chooses what to open based on command line arguments provided + if(!sequence_reader.Open(arguments)) break; - string current_file; + INFO_STREAM("Device or file opened"); cv::Mat captured_image; - Utilities::RecorderOpenFaceParameters recording_params(arguments, true, fps_vid_in); - Utilities::RecorderOpenFace open_face_rec(output_files[f_n], input_files[f_n], recording_params); + Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.fps); + Utilities::RecorderOpenFace open_face_rec(output_files[f_n], sequence_reader.name, recording_params); int frame_count = 0; - // Use for timestamping if using a webcam - int64 t_initial = cv::getTickCount(); - - // Timestamp in seconds of current processing - double time_stamp = 0; + captured_image = sequence_reader.GetNextFrame(); INFO_STREAM("Starting tracking"); while (!captured_image.empty()) { - // Grab the timestamp first (TODO timestamp should be grabbed from sequence) - if (video_input) - { - time_stamp = (double)frame_count * (1.0 / fps_vid_in); - } - else - { - // if loading images assume 30fps - time_stamp = (double)frame_count * (1.0 / 30.0); - } - - // Reading the images, TODO grayscale should be grabbed another way - cv::Mat_ grayscale_image; - - if (captured_image.channels() == 3) - { - cvtColor(captured_image, grayscale_image, CV_BGR2GRAY); - } - else - { - grayscale_image = captured_image.clone(); - } + // Converting to grayscale + cv::Mat_ grayscale_image = sequence_reader.GetGrayFrame(); // The actual facial landmark detection / tracking - bool detection_success; - - if (video_input || images_as_video) - { - detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_model, det_parameters); - } - else - { - detection_success = LandmarkDetector::DetectLandmarksInImage(grayscale_image, face_model, det_parameters); - } + bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_model, det_parameters); // Gaze tracking, absolute gaze direction cv::Point3f gazeDirection0(0, 0, -1); @@ -308,24 +271,8 @@ int main (int argc, char **argv) } // Grabbing the next frame (todo this should be part of capture) - if(video_input) - { - video_capture >> captured_image; - } - else - { - curr_img++; - if(curr_img < (int)input_image_files[f_n].size()) - { - string curr_img_file = input_image_files[f_n][curr_img]; - captured_image = cv::imread(curr_img_file, -1); - } - else - { - captured_image = cv::Mat(); - } - } - + captured_image = sequence_reader.GetNextFrame(); + if (!det_parameters.quiet_mode) { // detect key presses @@ -343,9 +290,6 @@ int main (int argc, char **argv) } } - // Update the frame count - frame_count++; - if(total_frames != -1) { if((double)frame_count/(double)total_frames >= reported_completion / 10.0) @@ -369,19 +313,6 @@ int main (int argc, char **argv) face_analyser.Reset(); face_model.Reset(); - frame_count = 0; - curr_img = -1; - - if (total_frames != -1) - { - cout << endl; - } - - // break out of the loop if done with all the files (or using a webcam) - if((video_input && f_n == input_files.size() -1) || (!video_input && f_n == input_image_files.size() - 1)) - { - done = true; - } } return 0; @@ -438,68 +369,3 @@ void get_visualization_params(bool& visualize_track, bool& visualize_align, bool } -// Can process images via directories creating a separate output file per directory -void get_image_input_output_params_feats(vector > &input_image_files, bool& as_video, vector &arguments) -{ - bool* valid = new bool[arguments.size()]; - - for (size_t i = 0; i < arguments.size(); ++i) - { - valid[i] = true; - if (arguments[i].compare("-fdir") == 0) - { - - // parse the -fdir directory by reading in all of the .png and .jpg files in it - path image_directory(arguments[i + 1]); - - try - { - // does the file exist and is it a directory - if (exists(image_directory) && is_directory(image_directory)) - { - - vector file_in_directory; - copy(directory_iterator(image_directory), directory_iterator(), back_inserter(file_in_directory)); - - // Sort the images in the directory first - sort(file_in_directory.begin(), file_in_directory.end()); - - vector curr_dir_files; - - for (vector::const_iterator file_iterator(file_in_directory.begin()); file_iterator != file_in_directory.end(); ++file_iterator) - { - // Possible image extension .jpg and .png - if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".png") == 0) - { - curr_dir_files.push_back(file_iterator->string()); - } - } - - input_image_files.push_back(curr_dir_files); - } - } - catch (const filesystem_error& ex) - { - cout << ex.what() << '\n'; - } - - valid[i] = false; - valid[i + 1] = false; - i++; - } - else if (arguments[i].compare("-asvid") == 0) - { - as_video = true; - } - } - - // Clear up the argument list - for (int i = arguments.size() - 1; i >= 0; --i) - { - if (!valid[i]) - { - arguments.erase(arguments.begin() + i); - } - } - -} \ No newline at end of file diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index f639fed..8ab8b0b 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -88,6 +88,11 @@ namespace Utilities float fx, fy, cx, cy; + double fps; + + // Name of the video file, image directory, or the webcam + std::string name; + private: // Used for capturing webcam and video @@ -97,7 +102,6 @@ namespace Utilities cv::Mat latest_frame; cv::Mat latest_gray_frame; - double fps; // Keeping track if we are opening a video, webcam or image sequence bool is_webcam; diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 1d5a791..1eeb4ae 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -109,14 +109,11 @@ RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::s } -// TODO move to actual write void RecorderOpenFace::SetObservationFaceAlign(const cv::Mat& aligned_face) { this->aligned_face = aligned_face; - } - void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track) { if (params.outputTrackedVideo()) @@ -142,7 +139,6 @@ void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track) } - void RecorderOpenFace::WriteObservation() { observation_count++; diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index d002b69..e68f510 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -45,6 +45,15 @@ using namespace Utilities; +#define INFO_STREAM( stream ) \ +std::cout << stream << std::endl + +#define WARN_STREAM( stream ) \ +std::cout << "Warning: " << stream << std::endl + +#define ERROR_STREAM( stream ) \ +std::cout << "Error: " << stream << std::endl + bool SequenceCapture::Open(std::vector arguments) { @@ -154,11 +163,13 @@ bool SequenceCapture::Open(std::vector arguments) { return OpenImageSequence(input_sequence_directory, fx, fy, cx, cy); } - + // If none opened, return false + return false; } bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, float fx, float fy, float cx, float cy) { + INFO_STREAM("Attempting to read from webcam: " << device); if (device < 0) { @@ -218,6 +229,8 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, fy = fx; } + this->name = "webcam"; // TODO number + return true; } @@ -226,6 +239,8 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, float cx, float cy) { + INFO_STREAM("Attempting to read from file: " << video_file); + latest_frame = cv::Mat(); latest_gray_frame = cv::Mat(); @@ -236,7 +251,7 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, // Check if fps is nan or less than 0 if (fps != fps || fps <= 0) { - INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); + WARN_STREAM("FPS of the video file cannot be determined, assuming 30"); fps = 30; } @@ -271,12 +286,16 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, fy = fx; } + this->name = boost::filesystem::path(video_file).filename.replace_extension("").string(); + return true; } bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float fy, float cx, float cy) { + INFO_STREAM("Attempting to read from directory: " << directory); + image_files.clear(); boost::filesystem::path image_directory(directory); @@ -329,6 +348,8 @@ bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float f // No fps as we have a sequence this->fps = 0; + this->name = boost::filesystem::path(directory).filename.string(); + return true; } From 8ded025baf34f43d543288aadca2155ebda71c81 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 9 Nov 2017 18:37:26 +0000 Subject: [PATCH 035/141] More refactorization. --- exe/FeatureExtraction/FeatureExtraction.cpp | 8 ++++---- lib/local/Utilities/include/RecorderOpenFace.h | 6 +++--- lib/local/Utilities/src/RecorderOpenFace.cpp | 12 ++++++++++-- 3 files changed, 17 insertions(+), 9 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 358ca3e..5943aaf 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -188,7 +188,7 @@ int main (int argc, char **argv) cv::Mat captured_image; Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.fps); - Utilities::RecorderOpenFace open_face_rec(output_files[f_n], sequence_reader.name, recording_params); + Utilities::RecorderOpenFace open_face_rec(sequence_reader.name, recording_params, arguments); int frame_count = 0; @@ -211,8 +211,8 @@ int main (int argc, char **argv) if (det_parameters.track_gaze && detection_success && face_model.eye_model) { - GazeAnalysis::EstimateGaze(face_model, gazeDirection0, fx, fy, cx, cy, true); - GazeAnalysis::EstimateGaze(face_model, gazeDirection1, fx, fy, cx, cy, false); + GazeAnalysis::EstimateGaze(face_model, gazeDirection0, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, true); + GazeAnalysis::EstimateGaze(face_model, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, false); gazeAngle = GazeAnalysis::GetGazeAngle(gazeDirection0, gazeDirection1); } @@ -245,7 +245,7 @@ int main (int argc, char **argv) } // Work out the pose of the head from the tracked model - cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); + cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); // Drawing the visualization on the captured image if (recording_params.outputTrackedVideo() || (visualize_track && !det_parameters.quiet_mode)) diff --git a/lib/local/Utilities/include/RecorderOpenFace.h b/lib/local/Utilities/include/RecorderOpenFace.h index 5ecac8a..3c56de2 100644 --- a/lib/local/Utilities/include/RecorderOpenFace.h +++ b/lib/local/Utilities/include/RecorderOpenFace.h @@ -57,8 +57,8 @@ namespace Utilities public: // The constructor for the recorder, need to specify if we are recording a sequence or not - RecorderOpenFace(const std::string out_directory, const std::string in_filename, RecorderOpenFaceParameters parameters); - + RecorderOpenFace(const std::string in_filename, RecorderOpenFaceParameters parameters, std::vector arguments); + ~RecorderOpenFace(); // TODO copy, assignment and move operators? Do not allow @@ -104,7 +104,7 @@ namespace Utilities const RecorderOpenFaceParameters params; // Keep track of the file and output root location - std::string record_root; + std::string record_root = "processed"; // By default we are writing in the processed directory in the working directory std::string filename; std::string csv_filename; std::string aligned_output_directory; diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 1eeb4ae..597c3fb 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -71,12 +71,20 @@ void CreateDirectory(std::string output_path) } -RecorderOpenFace::RecorderOpenFace(const std::string out_directory, const std::string in_filename, RecorderOpenFaceParameters parameters):video_writer(), params(parameters) +RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFaceParameters parameters, std::vector arguments):video_writer(), params(parameters) { // From the filename, strip out the name without directory and extension filename = path(in_filename).replace_extension("").filename().string(); - record_root = out_directory; + + // Determine output directory + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-out_dir") == 0) + { + record_root = arguments[i + 1]; + } + } // Construct the directories required for the output CreateDirectory(record_root); From e22060d073f6babe74cd0fa803741be6daae60fb Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 9 Nov 2017 19:56:16 +0000 Subject: [PATCH 036/141] Getting ready to testing a new sequence recorder. --- exe/FeatureExtraction/FeatureExtraction.cpp | 59 ++++++++++--------- lib/local/Utilities/include/SequenceCapture.h | 5 ++ lib/local/Utilities/src/RecorderOpenFace.cpp | 2 +- lib/local/Utilities/src/SequenceCapture.cpp | 50 ++++++++++------ 4 files changed, 70 insertions(+), 46 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 5943aaf..0fe9fca 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -98,8 +98,13 @@ vector get_arguments(int argc, char **argv) void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog, vector &arguments); +// Some globals for tracking timing information for visualisation (TODO bit ugly) +double fps_tracker = -1.0; +int64 t0 = 0; +int frame_count = 0; + // Visualising the results TODO separate class -void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, int frame_count, double fx, double fy, double cx, double cy) +void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, double fx, double fy, double cx, double cy) { // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised @@ -136,20 +141,20 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f } // Work out the framerate TODO - //if (frame_count % 10 == 0) - //{ - // double t1 = cv::getTickCount(); - // fps_tracker = 10.0 / (double(t1 - t0) / cv::getTickFrequency()); - // t0 = t1; - //} - - //// Write out the framerate on the image before displaying it - //char fpsC[255]; - //std::sprintf(fpsC, "%d", (int)fps_tracker); - //string fpsSt("FPS:"); - //fpsSt += fpsC; - //cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); + if (frame_count % 10 == 0) + { + double t1 = cv::getTickCount(); + fps_tracker = 10.0 / (double(t1 - t0) / cv::getTickFrequency()); + t0 = t1; + } + // Write out the framerate on the image before displaying it + char fpsC[255]; + std::sprintf(fpsC, "%d", (int)fps_tracker); + string fpsSt("FPS:"); + fpsSt += fpsC; + cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); + frame_count++; } int main (int argc, char **argv) @@ -190,10 +195,11 @@ int main (int argc, char **argv) Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.fps); Utilities::RecorderOpenFace open_face_rec(sequence_reader.name, recording_params, arguments); - int frame_count = 0; - captured_image = sequence_reader.GetNextFrame(); + // For reporting progress + double reported_completion = 0; + INFO_STREAM("Starting tracking"); while (!captured_image.empty()) { @@ -224,7 +230,7 @@ int main (int argc, char **argv) // As this can be expensive only compute it if needed by output or visualization if (recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualize_align || visualize_hog) { - face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, time_stamp, false, !det_parameters.quiet_mode); + face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, sequence_reader.time_stamp, false, !det_parameters.quiet_mode); face_analyser.GetLatestAlignedFace(sim_warped_img); if (!det_parameters.quiet_mode && visualize_align) @@ -250,7 +256,7 @@ int main (int argc, char **argv) // Drawing the visualization on the captured image if (recording_params.outputTrackedVideo() || (visualize_track && !det_parameters.quiet_mode)) { - visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, frame_count, fx, fy, cx, cy); + visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); } // Setting up the recorder output @@ -258,9 +264,10 @@ int main (int argc, char **argv) open_face_rec.SetObservationVisualization(captured_image); open_face_rec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); - open_face_rec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(fx, fy, cx, cy), face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); + open_face_rec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), + face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); open_face_rec.SetObservationPose(pose_estimate); - open_face_rec.SetObservationTimestamp(time_stamp); + open_face_rec.SetObservationTimestamp(sequence_reader.time_stamp); open_face_rec.WriteObservation(); // Visualize the image if desired @@ -290,20 +297,18 @@ int main (int argc, char **argv) } } - if(total_frames != -1) + + if(sequence_reader.GetProgress() >= reported_completion / 10.0) { - if((double)frame_count/(double)total_frames >= reported_completion / 10.0) - { - cout << reported_completion * 10 << "% "; - reported_completion = reported_completion + 1; - } + cout << reported_completion * 10 << "% "; + reported_completion = reported_completion + 1; } } open_face_rec.Close(); - if (output_files.size() > 0 && recording_params.outputAUs()) + if (recording_params.outputAUs()) { cout << "Postprocessing the Action Unit predictions" << endl; face_analyser.PostprocessOutputFile(open_face_rec.GetCSVFile()); diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index 8ab8b0b..a8411f4 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -79,6 +79,7 @@ namespace Utilities // Getting the most recent grayscale frame (need to call GetNextFrame first) cv::Mat_ GetGrayFrame(); + // Parameters describing the sequence and it's progress double GetProgress(); bool IsOpened(); @@ -90,6 +91,8 @@ namespace Utilities double fps; + double time_stamp; + // Name of the video file, image directory, or the webcam std::string name; @@ -116,6 +119,8 @@ namespace Utilities bool img_grabbed; + // If using a webcam, helps to keep track of time + int64 start_time; }; } #endif \ No newline at end of file diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 597c3fb..aab0662 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -157,7 +157,7 @@ void RecorderOpenFace::WriteObservation() { // As we are writing out the header, work out some things like number of landmarks, names of AUs etc. int num_face_landmarks = landmarks_2D.rows / 2; - int num_eye_landmarks = eye_landmarks.size(); + int num_eye_landmarks = (int)eye_landmarks.size(); int num_model_modes = pdm_params_local.rows; std::vector au_names_class; diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index e68f510..2c55452 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -142,7 +142,7 @@ bool SequenceCapture::Open(std::vector arguments) } } - for (int i = arguments.size() - 1; i >= 0; --i) + for (size_t i = arguments.size() - 1; i >= 0; --i) { if (!valid[i]) { @@ -190,8 +190,8 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, vid_length = 0; frame_num = 0; - this->frame_width = capture.get(CV_CAP_PROP_FRAME_WIDTH); - this->frame_height = capture.get(CV_CAP_PROP_FRAME_HEIGHT); + this->frame_width = (int)capture.get(CV_CAP_PROP_FRAME_WIDTH); + this->frame_height = (int)capture.get(CV_CAP_PROP_FRAME_HEIGHT); if (!capture.isOpened()) { @@ -222,14 +222,16 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, // Use a rough guess-timate of focal length if (fx == -1) { - fx = 500 * (frame_width / 640.0); - fy = 500 * (frame_height / 480.0); + fx = (float)(500.0 * (frame_width / 640.0)); + fy = (float)(500.0 * (frame_height / 480.0)); - fx = (fx + fy) / 2.0; + fx = (fx + fy) / 2.0f; fy = fx; } this->name = "webcam"; // TODO number + + start_time = cv::getTickCount(); return true; @@ -258,10 +260,10 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, is_webcam = false; is_image_seq = false; - this->frame_width = capture.get(CV_CAP_PROP_FRAME_WIDTH); - this->frame_height = capture.get(CV_CAP_PROP_FRAME_HEIGHT); + this->frame_width = (int)capture.get(CV_CAP_PROP_FRAME_WIDTH); + this->frame_height = (int)capture.get(CV_CAP_PROP_FRAME_HEIGHT); - vid_length = capture.get(CV_CAP_PROP_FRAME_COUNT); + vid_length = (int)capture.get(CV_CAP_PROP_FRAME_COUNT); frame_num = 0; if (capture.isOpened()) @@ -279,14 +281,14 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, // Use a rough guess-timate of focal length if (fx == -1) { - fx = 500 * (frame_width / 640.0); - fy = 500 * (frame_height / 480.0); + fx = 500.0f * (frame_width / 640.0f); + fy = 500.0f * (frame_height / 480.0f); - fx = (fx + fy) / 2.0; + fx = (fx + fy) / 2.0f; fy = fx; } - this->name = boost::filesystem::path(video_file).filename.replace_extension("").string(); + this->name = boost::filesystem::path(video_file).filename().replace_extension("").string(); return true; @@ -338,17 +340,17 @@ bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float f // Use a rough guess-timate of focal length if (fx == -1) { - fx = 500 * (frame_width / 640.0); - fy = 500 * (frame_height / 480.0); + fx = 500.0f * (frame_width / 640.0f); + fy = 500.0f * (frame_height / 480.0f); - fx = (fx + fy) / 2.0; + fx = (fx + fy) / 2.0f; fy = fx; } // No fps as we have a sequence this->fps = 0; - this->name = boost::filesystem::path(directory).filename.string(); + this->name = boost::filesystem::path(directory).filename().string(); return true; @@ -400,7 +402,7 @@ cv::Mat SequenceCapture::GetNextFrame() { frame_num++; - if (is_webcam && !is_image_seq) + if (is_webcam || !is_image_seq) { bool success = capture.read(latest_frame); @@ -410,6 +412,17 @@ cv::Mat SequenceCapture::GetNextFrame() // Indicate lack of success by returning an empty image latest_frame = cv::Mat(); } + + // Recording the timestamp + if (!is_webcam) + { + time_stamp = frame_num * (1.0 / fps); + } + else + { + time_stamp = (cv::getTickCount() - start_time) / cv::getTickFrequency(); + } + } else if (is_image_seq) { @@ -420,6 +433,7 @@ cv::Mat SequenceCapture::GetNextFrame() } latest_frame = cv::imread(image_files[frame_num-1], -1); + time_stamp = 0; } // Set the grayscale frame From d923c9690625cf4747ae113949c147f5dfdfd811 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 9 Nov 2017 20:43:53 +0000 Subject: [PATCH 037/141] A couple of bug fixes for sequence capture. --- lib/local/Utilities/include/SequenceCapture.h | 7 +- lib/local/Utilities/src/SequenceCapture.cpp | 87 +++++++++---------- 2 files changed, 44 insertions(+), 50 deletions(-) diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index a8411f4..18f90cf 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -111,16 +111,19 @@ namespace Utilities bool is_image_seq; // Keeping track of frame number and the files in the image sequence - int frame_num; + size_t frame_num; std::vector image_files; // Length of video allowing to assess progress - int vid_length; + size_t vid_length; bool img_grabbed; // If using a webcam, helps to keep track of time int64 start_time; + + void SetCameraIntrinsics(float fx, float fy, float cx, float cy); + }; } #endif \ No newline at end of file diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index 2c55452..a39e74b 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -65,7 +65,10 @@ bool SequenceCapture::Open(std::vector arguments) valid[i] = true; } + // Some default values std::string input_root = ""; + fx = -1; fy = -1; cx = -1; cy = -1; + frame_num = 0; std::string separator = std::string(1, boost::filesystem::path::preferred_separator); @@ -142,7 +145,7 @@ bool SequenceCapture::Open(std::vector arguments) } } - for (size_t i = arguments.size() - 1; i >= 0; --i) + for (int i = (int)arguments.size() - 1; i >= 0; --i) { if (!valid[i]) { @@ -188,7 +191,6 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, is_image_seq = false; vid_length = 0; - frame_num = 0; this->frame_width = (int)capture.get(CV_CAP_PROP_FRAME_WIDTH); this->frame_height = (int)capture.get(CV_CAP_PROP_FRAME_HEIGHT); @@ -213,21 +215,7 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, fps = 30; } - // If optical centers are not defined just use center of image - if (cx == -1) - { - cx = frame_width / 2.0f; - cy = frame_height / 2.0f; - } - // Use a rough guess-timate of focal length - if (fx == -1) - { - fx = (float)(500.0 * (frame_width / 640.0)); - fy = (float)(500.0 * (frame_height / 480.0)); - - fx = (fx + fy) / 2.0f; - fy = fx; - } + SetCameraIntrinsics(fx, fy, cx, cy); this->name = "webcam"; // TODO number @@ -264,7 +252,6 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, this->frame_height = (int)capture.get(CV_CAP_PROP_FRAME_HEIGHT); vid_length = (int)capture.get(CV_CAP_PROP_FRAME_COUNT); - frame_num = 0; if (capture.isOpened()) { @@ -272,21 +259,7 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, return false; } - // If optical centers are not defined just use center of image - if (cx == -1) - { - cx = frame_width / 2.0f; - cy = frame_height / 2.0f; - } - // Use a rough guess-timate of focal length - if (fx == -1) - { - fx = 500.0f * (frame_width / 640.0f); - fy = 500.0f * (frame_height / 480.0f); - - fx = (fx + fy) / 2.0f; - fy = fx; - } + SetCameraIntrinsics(fx, fy, cx, cy); this->name = boost::filesystem::path(video_file).filename().replace_extension("").string(); @@ -331,27 +304,17 @@ bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float f this->frame_height = tmp.size().height; this->frame_width = tmp.size().width; - // If optical centers are not defined just use center of image - if (cx == -1) - { - cx = frame_width / 2.0f; - cy = frame_height / 2.0f; - } - // Use a rough guess-timate of focal length - if (fx == -1) - { - fx = 500.0f * (frame_width / 640.0f); - fy = 500.0f * (frame_height / 480.0f); - - fx = (fx + fy) / 2.0f; - fy = fx; - } + SetCameraIntrinsics(fx, fy, cx, cy); // No fps as we have a sequence this->fps = 0; this->name = boost::filesystem::path(directory).filename().string(); + is_webcam = false; + is_image_seq = true; + vid_length = image_files.size(); + return true; } @@ -397,6 +360,34 @@ void convertToGrayscale(const cv::Mat& in, cv::Mat& out) } } +void SequenceCapture::SetCameraIntrinsics(float fx, float fy, float cx, float cy) +{ + // If optical centers are not defined just use center of image + if (cx == -1) + { + this->cx = this->frame_width / 2.0f; + this->cy = this->frame_height / 2.0f; + } + else + { + this->cx = cx; + this->cy = cy; + } + // Use a rough guess-timate of focal length + if (this->fx == -1) + { + this->fx = 500.0f * (this->frame_width / 640.0f); + this->fy = 500.0f * (this->frame_height / 480.0f); + + this->fx = (fx + fy) / 2.0f; + this->fy = fx; + } + else + { + this->fx = fx; + this->fy = fy; + } +} cv::Mat SequenceCapture::GetNextFrame() { From 919c79ce7d7cd2f30adbfc18de7642d8d1560a3f Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 9 Nov 2017 21:04:25 +0000 Subject: [PATCH 038/141] Camera intrinsic setup bug. --- lib/local/Utilities/src/SequenceCapture.cpp | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index a39e74b..fd8dea0 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -69,6 +69,7 @@ bool SequenceCapture::Open(std::vector arguments) std::string input_root = ""; fx = -1; fy = -1; cx = -1; cy = -1; frame_num = 0; + time_stamp = 0; std::string separator = std::string(1, boost::filesystem::path::preferred_separator); @@ -151,8 +152,8 @@ bool SequenceCapture::Open(std::vector arguments) { arguments.erase(arguments.begin() + i); } - } - + } + // Based on what was read in open the sequence TODO if (device != -1) { @@ -374,13 +375,13 @@ void SequenceCapture::SetCameraIntrinsics(float fx, float fy, float cx, float cy this->cy = cy; } // Use a rough guess-timate of focal length - if (this->fx == -1) + if (fx == -1) { this->fx = 500.0f * (this->frame_width / 640.0f); this->fy = 500.0f * (this->frame_height / 480.0f); - this->fx = (fx + fy) / 2.0f; - this->fy = fx; + this->fx = (this->fx + this->fy) / 2.0f; + this->fy = this->fx; } else { From 5f9f2e3a946b09e12f3f18a160fa3a40c9b9d507 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Thu, 9 Nov 2017 21:28:35 +0000 Subject: [PATCH 039/141] A bug fix with aligned face images. --- exe/FeatureExtraction/FeatureExtraction.cpp | 1 + 1 file changed, 1 insertion(+) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 0fe9fca..78f80c8 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -268,6 +268,7 @@ int main (int argc, char **argv) face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); open_face_rec.SetObservationPose(pose_estimate); open_face_rec.SetObservationTimestamp(sequence_reader.time_stamp); + open_face_rec.SetObservationFaceAlign(sim_warped_img); open_face_rec.WriteObservation(); // Visualize the image if desired From 4959640b03bfd41757af9064dad5738ae0e20782 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 10 Nov 2017 07:57:33 +0000 Subject: [PATCH 040/141] Another bugfix with sequence capture. --- lib/local/Utilities/src/SequenceCapture.cpp | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index fd8dea0..cd7df40 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -418,7 +418,7 @@ cv::Mat SequenceCapture::GetNextFrame() } else if (is_image_seq) { - if (image_files.empty()) + if (image_files.empty() || frame_num - 1 > image_files.size()) { // Indicate lack of success by returning an empty image latest_frame = cv::Mat(); From e58ccaa73d06e535e961184294acbc78b0e87cf7 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 10 Nov 2017 08:57:34 +0000 Subject: [PATCH 041/141] Visualization fix, and fix with sequence reading from video files. --- exe/FeatureExtraction/FeatureExtraction.cpp | 32 ++++++--------------- lib/local/Utilities/src/SequenceCapture.cpp | 2 +- 2 files changed, 9 insertions(+), 25 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 78f80c8..2f71535 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -111,20 +111,19 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f double detection_certainty = face_model.detection_certainty; bool detection_success = face_model.detection_success; - double visualisation_boundary = 0.2; + double visualisation_boundary = 0.4; // Only draw if the reliability is reasonable, the value is slightly ad-hoc - if (detection_certainty < visualisation_boundary) + if (detection_certainty > visualisation_boundary) { LandmarkDetector::Draw(captured_image, face_model); double vis_certainty = detection_certainty; if (vis_certainty > 1) vis_certainty = 1; - if (vis_certainty < -1) - vis_certainty = -1; - vis_certainty = (vis_certainty + 1) / (visualisation_boundary + 1); + // Scale from 0 to 1, to allow to indicated by colour how confident we are in the tracking + vis_certainty = (vis_certainty - visualisation_boundary) / (1 - visualisation_boundary); // A rough heuristic for box around the face width int thickness = (int)std::ceil(2.0* ((double)captured_image.cols) / 640.0); @@ -132,7 +131,7 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f cv::Vec6d pose_estimate_to_draw = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(captured_image, pose_estimate_to_draw, cv::Scalar((1 - vis_certainty)*255.0, 0, vis_certainty * 255), thickness, fx, fy, cx, cy); + LandmarkDetector::DrawBox(captured_image, pose_estimate_to_draw, cv::Scalar(vis_certainty*255.0, 0, (1-vis_certainty) * 255), thickness, fx, fy, cx, cy); if (det_parameters.track_gaze && detection_success && face_model.eye_model) { @@ -155,6 +154,7 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f fpsSt += fpsC; cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); frame_count++; + } int main (int argc, char **argv) @@ -276,29 +276,13 @@ int main (int argc, char **argv) { cv::namedWindow("tracking_result", 1); cv::imshow("tracking_result", captured_image); + cv::waitKey(1); } // Grabbing the next frame (todo this should be part of capture) captured_image = sequence_reader.GetNextFrame(); - if (!det_parameters.quiet_mode) - { - // detect key presses - char character_press = cv::waitKey(1); - - // restart the tracker - if(character_press == 'r') - { - face_model.Reset(); - } - // quit the application - else if(character_press=='q') - { - return(0); - } - } - - + // Reporting progress if(sequence_reader.GetProgress() >= reported_completion / 10.0) { cout << reported_completion * 10 << "% "; diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index cd7df40..46fc6a2 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -254,7 +254,7 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, vid_length = (int)capture.get(CV_CAP_PROP_FRAME_COUNT); - if (capture.isOpened()) + if (!capture.isOpened()) { std::cout << "Failed to open the video file at location: " << video_file << std::endl; return false; From d5a3af7ecee0f95219e7f33aee560a23ebf11242 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 10 Nov 2017 18:49:30 +0000 Subject: [PATCH 042/141] Integrating SequenceCapture to FaceLandmarkVid --- exe/FaceLandmarkVid/FaceLandmarkVid.cpp | 205 ++++-------------- exe/FaceLandmarkVid/FaceLandmarkVid.vcxproj | 11 +- lib/local/Utilities/include/SequenceCapture.h | 4 + lib/local/Utilities/src/SequenceCapture.cpp | 13 +- 4 files changed, 64 insertions(+), 169 deletions(-) diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp index 8bda263..f7c4b37 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp @@ -46,6 +46,8 @@ #include #include +#include + // Boost includes #include #include @@ -85,29 +87,29 @@ vector get_arguments(int argc, char **argv) // Some globals for tracking timing information for visualisation double fps_tracker = -1.0; int64 t0 = 0; +int frame_count = 0; -// Visualising the results -void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, int frame_count, double fx, double fy, double cx, double cy) +// Visualising the results, TODO move to separate +void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, double fx, double fy, double cx, double cy) { // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised double detection_certainty = face_model.detection_certainty; bool detection_success = face_model.detection_success; - double visualisation_boundary = 0.2; + double visualisation_boundary = 0.4; // Only draw if the reliability is reasonable, the value is slightly ad-hoc - if (detection_certainty < visualisation_boundary) + if (detection_certainty > visualisation_boundary) { LandmarkDetector::Draw(captured_image, face_model); double vis_certainty = detection_certainty; if (vis_certainty > 1) vis_certainty = 1; - if (vis_certainty < -1) - vis_certainty = -1; - vis_certainty = (vis_certainty + 1) / (visualisation_boundary + 1); + // Scale from 0 to 1, to allow to indicated by colour how confident we are in the tracking + vis_certainty = (vis_certainty - visualisation_boundary) / (1 - visualisation_boundary); // A rough heuristic for box around the face width int thickness = (int)std::ceil(2.0* ((double)captured_image.cols) / 640.0); @@ -115,15 +117,15 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f cv::Vec6d pose_estimate_to_draw = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(captured_image, pose_estimate_to_draw, cv::Scalar((1 - vis_certainty)*255.0, 0, vis_certainty * 255), thickness, fx, fy, cx, cy); - + LandmarkDetector::DrawBox(captured_image, pose_estimate_to_draw, cv::Scalar(vis_certainty*255.0, 0, (1 - vis_certainty) * 255), thickness, fx, fy, cx, cy); + if (det_parameters.track_gaze && detection_success && face_model.eye_model) { GazeAnalysis::DrawGaze(captured_image, face_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); } } - // Work out the framerate + // Work out the framerate TODO if (frame_count % 10 == 0) { double t1 = cv::getTickCount(); @@ -136,13 +138,9 @@ void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& f std::sprintf(fpsC, "%d", (int)fps_tracker); string fpsSt("FPS:"); fpsSt += fpsC; - cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0)); + cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); + frame_count++; - if (!det_parameters.quiet_mode) - { - cv::namedWindow("tracking_result", 1); - cv::imshow("tracking_result", captured_image); - } } int main (int argc, char **argv) @@ -150,152 +148,51 @@ int main (int argc, char **argv) vector arguments = get_arguments(argc, argv); - // Some initial parameters that can be overriden from command line - vector files, output_video_files, out_dummy; - - // By default try webcam 0 - int device = 0; - LandmarkDetector::FaceModelParameters det_parameters(arguments); + det_parameters.track_gaze = true; - // Get the input output file parameters - - // Indicates that rotation should be with respect to world or camera coordinates - string output_codec; - LandmarkDetector::get_video_input_output_params(files, out_dummy, output_video_files, output_codec, arguments); - // The modules that are being used for tracking LandmarkDetector::CLNF clnf_model(det_parameters.model_location); - // Grab camera parameters, if they are not defined (approximate values will be used) - float fx = 0, fy = 0, cx = 0, cy = 0; - // Get camera parameters - LandmarkDetector::get_camera_params(device, fx, fy, cx, cy, arguments); + // Open a sequence + Utilities::SequenceCapture sequence_reader; - // If cx (optical axis centre) is undefined will use the image size/2 as an estimate - bool cx_undefined = false; - bool fx_undefined = false; - if (cx == 0 || cy == 0) + while (true) // this is not a for loop as we might also be reading from a webcam { - cx_undefined = true; - } - if (fx == 0 || fy == 0) - { - fx_undefined = true; - } - // If multiple video files are tracked, use this to indicate if we are done - bool done = false; - int f_n = -1; - - det_parameters.track_gaze = true; + // The sequence reader chooses what to open based on command line arguments provided + bool reader_opened = sequence_reader.Open(arguments); - while(!done) // this is not a for loop as we might also be reading from a webcam - { - - string current_file; - - // We might specify multiple video files as arguments - if(files.size() > 0) + if(!reader_opened && sequence_reader.no_input_specified) { - f_n++; - current_file = files[f_n]; + // If that fails, revert to webcam + INFO_STREAM("No input specified, attempting to open a webcam 0"); + if (!sequence_reader.OpenWebcam(0)) + ERROR_STREAM("Failed to open the webcam"); } else { - // If we want to write out from webcam - f_n = 0; - } - - // Do some grabbing - cv::VideoCapture video_capture; - if( current_file.size() > 0 ) - { - if (!boost::filesystem::exists(current_file)) - { - FATAL_STREAM("File does not exist"); - return 1; - } - - current_file = boost::filesystem::path(current_file).generic_string(); - - INFO_STREAM( "Attempting to read from file: " << current_file ); - video_capture = cv::VideoCapture( current_file ); - } - else - { - INFO_STREAM( "Attempting to capture from device: " << device ); - video_capture = cv::VideoCapture( device ); - - // Read a first frame often empty in camera - cv::Mat captured_image; - video_capture >> captured_image; + ERROR_STREAM("Failed to open a sequence"); + break; } - if (!video_capture.isOpened()) - { - FATAL_STREAM("Failed to open video source"); - return 1; - } - else INFO_STREAM( "Device or file opened"); + INFO_STREAM("Device or file opened"); cv::Mat captured_image; - video_capture >> captured_image; - // If optical centers are not defined just use center of image - if (cx_undefined) + cv::Mat captured_image; + captured_image = sequence_reader.GetNextFrame(); + + INFO_STREAM("Starting tracking"); + while (!captured_image.empty()) // this is not a for loop as we might also be reading from a webcam { - cx = captured_image.cols / 2.0f; - cy = captured_image.rows / 2.0f; - } - // Use a rough guess-timate of focal length - if (fx_undefined) - { - fx = 500 * (captured_image.cols / 640.0); - fy = 500 * (captured_image.rows / 480.0); - - fx = (fx + fy) / 2.0; - fy = fx; - } - - int frame_count = 0; - - // saving the videos - cv::VideoWriter writerFace; - if (!output_video_files.empty()) - { - try - { - writerFace = cv::VideoWriter(output_video_files[f_n], CV_FOURCC(output_codec[0], output_codec[1], output_codec[2], output_codec[3]), 30, captured_image.size(), true); - } - catch(cv::Exception e) - { - WARN_STREAM( "Could not open VideoWriter, OUTPUT FILE WILL NOT BE WRITTEN. Currently using codec " << output_codec << ", try using an other one (-oc option)"); - } - } - - // Use for timestamping if using a webcam - int64 t_initial = cv::getTickCount(); - - INFO_STREAM( "Starting tracking"); - while(!captured_image.empty()) - { // Reading the images cv::Mat_ grayscale_image; - if(captured_image.channels() == 3) - { - cv::cvtColor(captured_image, grayscale_image, CV_BGR2GRAY); - } - else - { - grayscale_image = captured_image.clone(); - } - // The actual facial landmark detection / tracking bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, clnf_model, det_parameters); - + // Visualising the results // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised double detection_certainty = clnf_model.detection_certainty; @@ -306,52 +203,32 @@ int main (int argc, char **argv) if (det_parameters.track_gaze && detection_success && clnf_model.eye_model) { - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection0, fx, fy, cx, cy, true); - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection1, fx, fy, cx, cy, false); + GazeAnalysis::EstimateGaze(clnf_model, gazeDirection0, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, true); + GazeAnalysis::EstimateGaze(clnf_model, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, false); } - visualise_tracking(captured_image, clnf_model, det_parameters, gazeDirection0, gazeDirection1, frame_count, fx, fy, cx, cy); - - // output the tracked video - if (!output_video_files.empty()) - { - writerFace << captured_image; - } + visualise_tracking(captured_image, clnf_model, det_parameters, gazeDirection0, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); - - video_capture >> captured_image; - // detect key presses char character_press = cv::waitKey(1); - + // restart the tracker - if(character_press == 'r') + if (character_press == 'r') { clnf_model.Reset(); } // quit the application - else if(character_press=='q') + else if (character_press == 'q') { return(0); } - // Update the frame count - frame_count++; - } - frame_count = 0; - // Reset the model, for the next video clnf_model.Reset(); - - // break out of the loop if done with all the files (or using a webcam) - if(f_n == files.size() -1 || files.empty()) - { - done = true; - } - } + } return 0; } diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.vcxproj b/exe/FaceLandmarkVid/FaceLandmarkVid.vcxproj index 858265c..480dc6e 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.vcxproj +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.vcxproj @@ -112,7 +112,7 @@ Level3 Disabled WIN32;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false StreamingSIMDExtensions2 true @@ -128,7 +128,7 @@ Level3 Disabled WIN64;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false AdvancedVectorExtensions true @@ -147,7 +147,7 @@ true WIN32;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false Speed StreamingSIMDExtensions2 @@ -169,7 +169,7 @@ true WIN64;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false Speed AdvancedVectorExtensions @@ -195,6 +195,9 @@ {bdc1d107-de17-4705-8e7b-cdde8bfb2bf8} + + {8e741ea2-9386-4cf2-815e-6f9b08991eac} + diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index 18f90cf..1b1fcba 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -96,6 +96,9 @@ namespace Utilities // Name of the video file, image directory, or the webcam std::string name; + // Allows to differentiate if failed because no input specified or if failed to open a specified input + bool no_input_specified; + private: // Used for capturing webcam and video @@ -124,6 +127,7 @@ namespace Utilities void SetCameraIntrinsics(float fx, float fy, float cx, float cy); + }; } #endif \ No newline at end of file diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index 46fc6a2..b368245 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -154,6 +154,8 @@ bool SequenceCapture::Open(std::vector arguments) } } + no_input_specified = !file_found; + // Based on what was read in open the sequence TODO if (device != -1) { @@ -167,7 +169,10 @@ bool SequenceCapture::Open(std::vector arguments) { return OpenImageSequence(input_sequence_directory, fx, fy, cx, cy); } - // If none opened, return false + + // If no input found return false and set a flag for it + no_input_specified = true; + return false; } @@ -175,6 +180,8 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, { INFO_STREAM("Attempting to read from webcam: " << device); + no_input_specified = false; + if (device < 0) { std::cout << "Specify a valid device" << std::endl; @@ -232,6 +239,8 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, { INFO_STREAM("Attempting to read from file: " << video_file); + no_input_specified = false; + latest_frame = cv::Mat(); latest_gray_frame = cv::Mat(); @@ -272,6 +281,8 @@ bool SequenceCapture::OpenImageSequence(std::string directory, float fx, float f { INFO_STREAM("Attempting to read from directory: " << directory); + no_input_specified = false; + image_files.clear(); boost::filesystem::path image_directory(directory); From db5b5fceda6525c63087f1ffb70899c00937929c Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 10 Nov 2017 19:01:43 +0000 Subject: [PATCH 043/141] Sequence capture fix and landmark vid simplification. --- exe/FaceLandmarkVid/FaceLandmarkVid.cpp | 11 +++-------- lib/local/Utilities/src/SequenceCapture.cpp | 2 +- 2 files changed, 4 insertions(+), 9 deletions(-) diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp index f7c4b37..768b517 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp @@ -161,9 +161,7 @@ int main (int argc, char **argv) { // The sequence reader chooses what to open based on command line arguments provided - bool reader_opened = sequence_reader.Open(arguments); - - if(!reader_opened && sequence_reader.no_input_specified) + if(!sequence_reader.Open(arguments) && sequence_reader.no_input_specified) { // If that fails, revert to webcam INFO_STREAM("No input specified, attempting to open a webcam 0"); @@ -178,17 +176,14 @@ int main (int argc, char **argv) INFO_STREAM("Device or file opened"); - cv::Mat captured_image; - - cv::Mat captured_image; - captured_image = sequence_reader.GetNextFrame(); + cv::Mat captured_image = sequence_reader.GetNextFrame(); INFO_STREAM("Starting tracking"); while (!captured_image.empty()) // this is not a for loop as we might also be reading from a webcam { // Reading the images - cv::Mat_ grayscale_image; + cv::Mat_ grayscale_image = sequence_reader.GetGrayFrame(); // The actual facial landmark detection / tracking bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, clnf_model, det_parameters); diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index b368245..d6786b2 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -219,7 +219,7 @@ bool SequenceCapture::OpenWebcam(int device, int image_width, int image_height, // Check if fps is nan or less than 0 if (fps != fps || fps <= 0) { - INFO_STREAM("FPS of the video file cannot be determined, assuming 30"); + INFO_STREAM("FPS of the webcam cannot be determined, assuming 30"); fps = 30; } From 312d9e960805dc33cfde8efb36e363b6a36eb7cd Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Fri, 10 Nov 2017 20:40:59 +0000 Subject: [PATCH 044/141] Fixing scripts with new capture and recorder. --- lib/local/Utilities/include/SequenceCapture.h | 2 +- lib/local/Utilities/src/SequenceCapture.cpp | 2 +- .../run_biwi_experiment.m | 61 ++++++------------- .../Head Pose Experiments/run_bu_experiment.m | 54 +++++++--------- 4 files changed, 42 insertions(+), 77 deletions(-) diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index 1b1fcba..769b2e2 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -60,7 +60,7 @@ namespace Utilities // TODO block copy, move etc. // Opening based on command line arguments - bool Open(std::vector arguments); + bool Open(std::vector& arguments); // Direct opening diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index d6786b2..c59f809 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -54,7 +54,7 @@ std::cout << "Warning: " << stream << std::endl #define ERROR_STREAM( stream ) \ std::cout << "Error: " << stream << std::endl -bool SequenceCapture::Open(std::vector arguments) +bool SequenceCapture::Open(std::vector& arguments) { // Consuming the input arguments diff --git a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m index 82ee689..1c03ea2 100644 --- a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m @@ -10,50 +10,27 @@ end output_dir = 'experiments/biwi_out'; dbSeqDir = dir([rootDir biwiDir]); - +dbSeqDir = dbSeqDir(3:end); + output_dir = cat(2, output_dir, '/'); -offset = 0; - -r = 1 + offset; - -numTogether = 25; - - -for i=3 + offset:numTogether:numel(dbSeqDir) - - - command = executable; - - command = cat(2, command, [' -inroot ' '"' rootDir '"']); +command = sprintf('%s -inroot "%s" -out_dir "%s" -fx 505 -fy 505 -cx 320 -cy 240 -pose -vis-track ', executable, rootDir, output_dir); - % deal with edge cases - if(numTogether + i > numel(dbSeqDir)) - numTogether = numel(dbSeqDir) - i + 1; - end +if(verbose) + command = cat(2, command, [' -tracked ' outputVideo]); +end - for n=0:numTogether-1 - - inputFile = [biwiDir dbSeqDir(i+n).name '/colour.avi']; - - command = cat(2, command, [' -f "' inputFile '" -of "' output_dir '"']); - - - end - command = cat(2, command, [' -fx 505 -fy 505 -cx 320 -cy 240 -pose -vis-track ']); - - if(verbose) - command = cat(2, command, [' -tracked ' outputVideo]); - end - - if(any(strcmp('model', varargin))) - command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); - end - - r = r+1; - if(isunix) - unix(command, '-echo') - else - dos(command); - end +if(any(strcmp('model', varargin))) + command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); end + +for i=1:numel(dbSeqDir) + inputFile = [biwiDir dbSeqDir(i).name '/colour.avi']; + command = cat(2, command, sprintf(' -f "%s" ', inputFile)); +end + +if(isunix) + unix(command, '-echo') +else + dos(command); +end \ No newline at end of file diff --git a/matlab_runners/Head Pose Experiments/run_bu_experiment.m b/matlab_runners/Head Pose Experiments/run_bu_experiment.m index 24abc23..a23125c 100644 --- a/matlab_runners/Head Pose Experiments/run_bu_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_bu_experiment.m @@ -10,39 +10,27 @@ function [output_dir] = run_bu_experiment(bu_dir, verbose, varargin) buFiles = dir([bu_dir '*.avi']); - numTogether = 25; - - for i=1:numTogether:numel(buFiles) + % Only outputing the pose (-pose) + command = sprintf('%s -inroot "%s" -out_dir "%s" -fx 500 -fy 500 -cx 160 -cy 120 -pose -vis-track ', executable, bu_dir, output_dir); - command = executable; - command = cat(2, command, [' -inroot ' '"' bu_dir '/"']); - - % deal with edge cases - if(numTogether + i > numel(buFiles)) - numTogether = numel(buFiles) - i + 1; - end - - for n=0:numTogether-1 - inputFile = [buFiles(n+i).name]; - command = cat(2, command, [' -f "' inputFile '" -of "' output_dir '"']); - end - - % Only outputing the pose (-pose) - command = cat(2, command, ' -fx 500 -fy 500 -cx 160 -cy 120 -pose -vis-track '); - - if(verbose) - command = cat(2, command, [' -tracked ' outputVideo]); - end - - if(any(strcmp('model', varargin))) - command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); - end - - if(isunix) - unix(command, '-echo') - else - dos(command); - end + for i=1:numel(buFiles) + inputFile = [buFiles(i).name]; + command = cat(2, command, sprintf(' -f "%s" ', inputFile)); end - + + + if(verbose) + command = cat(2, command, [' -tracked ' outputVideo]); + end + + if(any(strcmp('model', varargin))) + command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); + end + + if(isunix) + unix(command, '-echo') + else + dos(command); + end + end \ No newline at end of file From 420271ef23302ebc475fcbb2b0721da10e2256d3 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sat, 11 Nov 2017 09:14:45 +0000 Subject: [PATCH 045/141] Moving visualization out of landmark detection. --- .../include/LandmarkDetectorUtils.h | 7 ---- .../src/LandmarkDetectorUtils.cpp | 40 ------------------- 2 files changed, 47 deletions(-) diff --git a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h index 26b1c97..8c9ae2d 100644 --- a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h +++ b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h @@ -81,13 +81,6 @@ namespace LandmarkDetector //=========================================================================== // Visualisation functions //=========================================================================== - void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy); - void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy); - - // Drawing face bounding box - vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy); - void DrawBox(vector> lines, cv::Mat image, cv::Scalar color, int thickness); - vector CalculateVisibleLandmarks(const cv::Mat_& shape2D, const cv::Mat_& visibilities); vector CalculateVisibleLandmarks(const CLNF& clnf_model); vector CalculateVisibleEyeLandmarks(const CLNF& clnf_model); diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 8c74925..2bce381 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -704,46 +704,6 @@ cv::Matx22d AlignShapesWithScale(cv::Mat_& src, cv::Mat_ dst) //=========================================================================== // Visualisation functions //=========================================================================== -void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy) -{ - dest = cv::Mat_(mesh.rows,2, 0.0); - - int num_points = mesh.rows; - - double X, Y, Z; - - - cv::Mat_::const_iterator mData = mesh.begin(); - cv::Mat_::iterator projected = dest.begin(); - - for(int i = 0;i < num_points; i++) - { - // Get the points - X = *(mData++); - Y = *(mData++); - Z = *(mData++); - - double x; - double y; - - // if depth is 0 the projection is different - if(Z != 0) - { - x = ((X * fx / Z) + cx); - y = ((Y * fy / Z) + cy); - } - else - { - x = X; - y = Y; - } - - // Project and store in dest matrix - (*projected++) = x; - (*projected++) = y; - } - -} void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) { From 4f890a7d423b5e05bed890553aa840de2666fd97 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sat, 11 Nov 2017 09:22:15 +0000 Subject: [PATCH 046/141] Adding visualization files to the project. --- .../src/LandmarkDetectorUtils.cpp | 150 ------------------ lib/local/Utilities/Utilities.vcxproj | 2 + lib/local/Utilities/Utilities.vcxproj.filters | 6 + 3 files changed, 8 insertions(+), 150 deletions(-) diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 2bce381..76f334c 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -705,156 +705,6 @@ cv::Matx22d AlignShapesWithScale(cv::Mat_& src, cv::Mat_ dst) // Visualisation functions //=========================================================================== -void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) -{ - double boxVerts[] = {-1, 1, -1, - 1, 1, -1, - 1, 1, 1, - -1, 1, 1, - 1, -1, 1, - 1, -1, -1, - -1, -1, -1, - -1, -1, 1}; - - vector> edges; - edges.push_back(pair(0,1)); - edges.push_back(pair(1,2)); - edges.push_back(pair(2,3)); - edges.push_back(pair(0,3)); - edges.push_back(pair(2,4)); - edges.push_back(pair(1,5)); - edges.push_back(pair(0,6)); - edges.push_back(pair(3,7)); - edges.push_back(pair(6,5)); - edges.push_back(pair(5,4)); - edges.push_back(pair(4,7)); - edges.push_back(pair(7,6)); - - // The size of the head is roughly 200mm x 200mm x 200mm - cv::Mat_ box = cv::Mat(8, 3, CV_64F, boxVerts).clone() * 100; - - cv::Matx33d rot = LandmarkDetector::Euler2RotationMatrix(cv::Vec3d(pose[3], pose[4], pose[5])); - cv::Mat_ rotBox; - - // Rotate the box - rotBox = cv::Mat(rot) * box.t(); - rotBox = rotBox.t(); - - // Move the bounding box to head position - rotBox.col(0) = rotBox.col(0) + pose[0]; - rotBox.col(1) = rotBox.col(1) + pose[1]; - rotBox.col(2) = rotBox.col(2) + pose[2]; - - // draw the lines - cv::Mat_ rotBoxProj; - Project(rotBoxProj, rotBox, fx, fy, cx, cy); - - cv::Rect image_rect(0,0,image.cols * draw_multiplier, image.rows * draw_multiplier); - - for (size_t i = 0; i < edges.size(); ++i) - { - cv::Mat_ begin; - cv::Mat_ end; - - rotBoxProj.row(edges[i].first).copyTo(begin); - rotBoxProj.row(edges[i].second).copyTo(end); - - - cv::Point p1(cvRound(begin.at(0) * (double)draw_multiplier), cvRound(begin.at(1) * (double)draw_multiplier)); - cv::Point p2(cvRound(end.at(0) * (double)draw_multiplier), cvRound(end.at(1) * (double)draw_multiplier)); - - // Only draw the line if one of the points is inside the image - if(p1.inside(image_rect) || p2.inside(image_rect)) - { - cv::line(image, p1, p2, color, thickness, CV_AA, draw_shiftbits); - } - - } - -} - -vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy) -{ - double boxVerts[] = {-1, 1, -1, - 1, 1, -1, - 1, 1, 1, - -1, 1, 1, - 1, -1, 1, - 1, -1, -1, - -1, -1, -1, - -1, -1, 1}; - - vector> edges; - edges.push_back(pair(0,1)); - edges.push_back(pair(1,2)); - edges.push_back(pair(2,3)); - edges.push_back(pair(0,3)); - edges.push_back(pair(2,4)); - edges.push_back(pair(1,5)); - edges.push_back(pair(0,6)); - edges.push_back(pair(3,7)); - edges.push_back(pair(6,5)); - edges.push_back(pair(5,4)); - edges.push_back(pair(4,7)); - edges.push_back(pair(7,6)); - - // The size of the head is roughly 200mm x 200mm x 200mm - cv::Mat_ box = cv::Mat(8, 3, CV_64F, boxVerts).clone() * 100; - - cv::Matx33d rot = LandmarkDetector::Euler2RotationMatrix(cv::Vec3d(pose[3], pose[4], pose[5])); - cv::Mat_ rotBox; - - // Rotate the box - rotBox = cv::Mat(rot) * box.t(); - rotBox = rotBox.t(); - - // Move the bounding box to head position - rotBox.col(0) = rotBox.col(0) + pose[0]; - rotBox.col(1) = rotBox.col(1) + pose[1]; - rotBox.col(2) = rotBox.col(2) + pose[2]; - - // draw the lines - cv::Mat_ rotBoxProj; - Project(rotBoxProj, rotBox, fx, fy, cx, cy); - - vector> lines; - - for (size_t i = 0; i < edges.size(); ++i) - { - cv::Mat_ begin; - cv::Mat_ end; - - rotBoxProj.row(edges[i].first).copyTo(begin); - rotBoxProj.row(edges[i].second).copyTo(end); - - cv::Point2d p1(begin.at(0), begin.at(1)); - cv::Point2d p2(end.at(0), end.at(1)); - - lines.push_back(pair(p1,p2)); - - } - - return lines; -} - -void DrawBox(vector> lines, cv::Mat image, cv::Scalar color, int thickness) -{ - cv::Rect image_rect(0,0,image.cols, image.rows); - - for (size_t i = 0; i < lines.size(); ++i) - { - cv::Point p1 = lines.at(i).first; - cv::Point p2 = lines.at(i).second; - // Only draw the line if one of the points is inside the image - if(p1.inside(image_rect) || p2.inside(image_rect)) - { - cv::line(image, p1, p2, color, thickness, CV_AA); - } - - } - -} - // Computing landmarks (to be drawn later possibly) vector CalculateVisibleLandmarks(const cv::Mat_& shape2D, const cv::Mat_& visibilities) { diff --git a/lib/local/Utilities/Utilities.vcxproj b/lib/local/Utilities/Utilities.vcxproj index 5aa039a..d01b231 100644 --- a/lib/local/Utilities/Utilities.vcxproj +++ b/lib/local/Utilities/Utilities.vcxproj @@ -145,6 +145,7 @@ + @@ -152,6 +153,7 @@ + diff --git a/lib/local/Utilities/Utilities.vcxproj.filters b/lib/local/Utilities/Utilities.vcxproj.filters index 41ddb41..1049037 100644 --- a/lib/local/Utilities/Utilities.vcxproj.filters +++ b/lib/local/Utilities/Utilities.vcxproj.filters @@ -30,6 +30,9 @@ Source Files + + Source Files + @@ -47,5 +50,8 @@ Header Files + + Header Files + \ No newline at end of file From 42bcb55d2869570e653060b2db3a8c3a8eda2200 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sat, 11 Nov 2017 10:08:02 +0000 Subject: [PATCH 047/141] Adding visualization utilities files. --- .../Utilities/include/VisualizationUtils.h | 63 +++++++ .../Utilities/src/VisualizationUtils.cpp | 165 ++++++++++++++++++ 2 files changed, 228 insertions(+) create mode 100644 lib/local/Utilities/include/VisualizationUtils.h create mode 100644 lib/local/Utilities/src/VisualizationUtils.cpp diff --git a/lib/local/Utilities/include/VisualizationUtils.h b/lib/local/Utilities/include/VisualizationUtils.h new file mode 100644 index 0000000..fcd3722 --- /dev/null +++ b/lib/local/Utilities/include/VisualizationUtils.h @@ -0,0 +1,63 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __VISUALIZATION_UTILS_h_ +#define __VISUALIZATION_UTILS_h_ + +#include + +#include + +namespace Utilities +{ + + void DrawLandmarkDetResults(cv::Mat img, const cv::Mat_& shape2D, const cv::Mat_& visibilities); + void DrawPoseDetResults(cv::Mat image, cv::Vec6d pose, double confidence, float fx, float fy, float cx, float cy); + void DrawEyeTrackResults(cv::Mat image, const cv::Mat_& eye_landmarks, cv::Point3f gazeVecAxisLeft, cv::Point3f gazeVecAxisRight, float fx, float fy, float cx, float cy); + + // TODO draw AU results + + // Helper utilities + void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy); + + // Drawing a bounding box around the face in an image + void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy); + void DrawBox(std::vector> lines, cv::Mat image, cv::Scalar color, int thickness); + + // Computing a bounding box to be drawn + std::vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy); + + + +} +#endif \ No newline at end of file diff --git a/lib/local/Utilities/src/VisualizationUtils.cpp b/lib/local/Utilities/src/VisualizationUtils.cpp new file mode 100644 index 0000000..8df8bc4 --- /dev/null +++ b/lib/local/Utilities/src/VisualizationUtils.cpp @@ -0,0 +1,165 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "VisualizationUtils.h" + +using namespace Utilities; + +void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy) +{ + dest = cv::Mat_(mesh.rows, 2, 0.0); + + int num_points = mesh.rows; + + double X, Y, Z; + + + cv::Mat_::const_iterator mData = mesh.begin(); + cv::Mat_::iterator projected = dest.begin(); + + for (int i = 0; i < num_points; i++) + { + // Get the points + X = *(mData++); + Y = *(mData++); + Z = *(mData++); + + double x; + double y; + + // if depth is 0 the projection is different + if (Z != 0) + { + x = ((X * fx / Z) + cx); + y = ((Y * fy / Z) + cy); + } + else + { + x = X; + y = Y; + } + + // Project and store in dest matrix + (*projected++) = x; + (*projected++) = y; + } + +} + +void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) +{ + auto edge_lines = CalculateBox(pose, fx, fy, cx, cy); + DrawBox(edge_lines, image, color, thickness); +} + +std::vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy) +{ + double boxVerts[] = { -1, 1, -1, + 1, 1, -1, + 1, 1, 1, + -1, 1, 1, + 1, -1, 1, + 1, -1, -1, + -1, -1, -1, + -1, -1, 1 }; + + std::vector> edges; + edges.push_back(std::pair(0, 1)); + edges.push_back(std::pair(1, 2)); + edges.push_back(std::pair(2, 3)); + edges.push_back(std::pair(0, 3)); + edges.push_back(std::pair(2, 4)); + edges.push_back(std::pair(1, 5)); + edges.push_back(std::pair(0, 6)); + edges.push_back(std::pair(3, 7)); + edges.push_back(std::pair(6, 5)); + edges.push_back(std::pair(5, 4)); + edges.push_back(std::pair(4, 7)); + edges.push_back(std::pair(7, 6)); + + // The size of the head is roughly 200mm x 200mm x 200mm + cv::Mat_ box = cv::Mat(8, 3, CV_64F, boxVerts).clone() * 100; + + cv::Matx33d rot = LandmarkDetector::Euler2RotationMatrix(cv::Vec3d(pose[3], pose[4], pose[5])); + cv::Mat_ rotBox; + + // Rotate the box + rotBox = cv::Mat(rot) * box.t(); + rotBox = rotBox.t(); + + // Move the bounding box to head position + rotBox.col(0) = rotBox.col(0) + pose[0]; + rotBox.col(1) = rotBox.col(1) + pose[1]; + rotBox.col(2) = rotBox.col(2) + pose[2]; + + // draw the lines + cv::Mat_ rotBoxProj; + Project(rotBoxProj, rotBox, fx, fy, cx, cy); + + std::vector> lines; + + for (size_t i = 0; i < edges.size(); ++i) + { + cv::Mat_ begin; + cv::Mat_ end; + + rotBoxProj.row(edges[i].first).copyTo(begin); + rotBoxProj.row(edges[i].second).copyTo(end); + + cv::Point2d p1(begin.at(0), begin.at(1)); + cv::Point2d p2(end.at(0), end.at(1)); + + lines.push_back(std::pair(p1, p2)); + + } + + return lines; +} + +void DrawBox(std::vector> lines, cv::Mat image, cv::Scalar color, int thickness) +{ + cv::Rect image_rect(0, 0, image.cols, image.rows); + + for (size_t i = 0; i < lines.size(); ++i) + { + cv::Point p1 = lines.at(i).first; + cv::Point p2 = lines.at(i).second; + // Only draw the line if one of the points is inside the image + if (p1.inside(image_rect) || p2.inside(image_rect)) + { + cv::line(image, p1, p2, color, thickness, CV_AA); + } + + } + +} From e636b4ca7cc4d1ae04ebb40a6b750a9d4ceaafba Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sat, 11 Nov 2017 11:57:57 +0000 Subject: [PATCH 048/141] Moving shared rotation helpers to utilities, so as not to double code. --- exe/FeatureExtraction/FeatureExtraction.cpp | 142 +++------- lib/local/FaceAnalyser/FaceAnalyser.vcxproj | 8 +- lib/local/FaceAnalyser/include/FaceAnalyser.h | 4 +- lib/local/FaceAnalyser/include/Face_utils.h | 20 +- lib/local/FaceAnalyser/src/FaceAnalyser.cpp | 20 +- lib/local/FaceAnalyser/src/Face_utils.cpp | 101 +------ lib/local/FaceAnalyser/src/PDM.cpp | 19 +- .../LandmarkDetector/LandmarkDetector.vcxproj | 8 +- .../include/LandmarkDetectorUtils.h | 17 -- .../src/LandmarkDetectorFunc.cpp | 9 +- .../src/LandmarkDetectorModel.cpp | 3 +- .../src/LandmarkDetectorUtils.cpp | 75 ----- lib/local/LandmarkDetector/src/PDM.cpp | 19 +- lib/local/Utilities/Utilities.vcxproj | 16 ++ lib/local/Utilities/Utilities.vcxproj.filters | 9 + lib/local/Utilities/include/RotationHelpers.h | 118 ++++++++ .../Utilities/include/VisualizationUtils.h | 7 +- lib/local/Utilities/include/Visualizer.h | 105 +++++++ .../Utilities/src/VisualizationUtils.cpp | 267 ++++++++++-------- lib/local/Utilities/src/Visualizer.cpp | 140 +++++++++ 20 files changed, 626 insertions(+), 481 deletions(-) create mode 100644 lib/local/Utilities/include/RotationHelpers.h create mode 100644 lib/local/Utilities/include/Visualizer.h create mode 100644 lib/local/Utilities/src/Visualizer.cpp diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 2f71535..04340dc 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -59,6 +59,7 @@ #include #include #include +#include #ifndef CONFIG_DIR #define CONFIG_DIR "~" @@ -96,8 +97,6 @@ vector get_arguments(int argc, char **argv) return arguments; } -void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog, vector &arguments); - // Some globals for tracking timing information for visualisation (TODO bit ugly) double fps_tracker = -1.0; int64 t0 = 0; @@ -162,12 +161,6 @@ int main (int argc, char **argv) vector arguments = get_arguments(argc, argv); - // Deciding what to visualize - bool visualize_track = false; - bool visualize_align = false; - bool visualize_hog = false; - get_visualization_params(visualize_track, visualize_align, visualize_hog, arguments); - // Load the modules that are being used for tracking and face analysis // Load face landmark detector LandmarkDetector::FaceModelParameters det_parameters(arguments); @@ -181,6 +174,9 @@ int main (int argc, char **argv) Utilities::SequenceCapture sequence_reader; + // A utility for visualizing the results + Utilities::Visualizer visualizer(arguments); + while (true) // this is not a for loop as we might also be reading from a webcam { @@ -211,9 +207,7 @@ int main (int argc, char **argv) bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_model, det_parameters); // Gaze tracking, absolute gaze direction - cv::Point3f gazeDirection0(0, 0, -1); - cv::Point3f gazeDirection1(0, 0, -1); - cv::Vec2d gazeAngle(0, 0); + cv::Point3f gazeDirection0(0, 0, -1); cv::Point3f gazeDirection1(0, 0, -1); cv::Vec2d gazeAngle(0, 0); if (det_parameters.track_gaze && detection_success && face_model.eye_model) { @@ -224,44 +218,54 @@ int main (int argc, char **argv) // Do face alignment cv::Mat sim_warped_img; - cv::Mat_ hog_descriptor; - int num_hog_rows = 0, num_hog_cols = 0; + cv::Mat_ hog_descriptor; int num_hog_rows = 0, num_hog_cols = 0; - // As this can be expensive only compute it if needed by output or visualization + // Perform AU detection and HOG feature extraction, as this can be expensive only compute it if needed by output or visualization if (recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualize_align || visualize_hog) { - face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, sequence_reader.time_stamp, false, !det_parameters.quiet_mode); + face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, sequence_reader.time_stamp, false); face_analyser.GetLatestAlignedFace(sim_warped_img); - - if (!det_parameters.quiet_mode && visualize_align) - { - cv::imshow("sim_warp", sim_warped_img); - } - if (recording_params.outputHOG() || (visualize_hog && !det_parameters.quiet_mode)) - { - face_analyser.GetLatestHOG(hog_descriptor, num_hog_rows, num_hog_cols); - - if (visualize_hog && !det_parameters.quiet_mode) - { - cv::Mat_ hog_descriptor_vis; - FaceAnalysis::Visualise_FHOG(hog_descriptor, num_hog_rows, num_hog_cols, hog_descriptor_vis); - cv::imshow("hog", hog_descriptor_vis); - } - } + face_analyser.GetLatestHOG(hog_descriptor, num_hog_rows, num_hog_cols); } // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); // Drawing the visualization on the captured image - if (recording_params.outputTrackedVideo() || (visualize_track && !det_parameters.quiet_mode)) + visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + + // Displaying the tracking visualizations + visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + visualizer.SetObservationFaceAlign(sim_warped_img); + visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); + visualizer.SetObservationHOG(hog_descriptor, num_hog_rows, num_hog_cols); + visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); + visualizer.SetObservationPose(pose_estimate); + visualizer.ShowObservation(); + + if(!det_parameters.quiet_mode) { - visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + if (recording_params.outputTrackedVideo() || visualize_track) + { + cv::namedWindow("tracking_result", 1); + cv::imshow("tracking_result", captured_image); + cv::waitKey(1); + } + if (visualize_align) + { + cv::imshow("sim_warp", sim_warped_img); + } + if (visualize_hog) + { + cv::Mat_ hog_descriptor_vis; + FaceAnalysis::Visualise_FHOG(hog_descriptor, num_hog_rows, num_hog_cols, hog_descriptor_vis); + cv::imshow("hog", hog_descriptor_vis); + } } // Setting up the recorder output open_face_rec.SetObservationHOG(detection_success, hog_descriptor, num_hog_rows, num_hog_cols, 31); // The number of channels in HOG is fixed at the moment, as using FHOG - open_face_rec.SetObservationVisualization(captured_image); + open_face_rec.SetObservationVisualization(visualizer.GetVisImage()); open_face_rec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); open_face_rec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), @@ -270,18 +274,7 @@ int main (int argc, char **argv) open_face_rec.SetObservationTimestamp(sequence_reader.time_stamp); open_face_rec.SetObservationFaceAlign(sim_warped_img); open_face_rec.WriteObservation(); - - // Visualize the image if desired - if (visualize_track && !det_parameters.quiet_mode) - { - cv::namedWindow("tracking_result", 1); - cv::imshow("tracking_result", captured_image); - cv::waitKey(1); - } - - // Grabbing the next frame (todo this should be part of capture) - captured_image = sequence_reader.GetNextFrame(); - + // Reporting progress if(sequence_reader.GetProgress() >= reported_completion / 10.0) { @@ -289,13 +282,16 @@ int main (int argc, char **argv) reported_completion = reported_completion + 1; } + // Grabbing the next frame in the sequence + captured_image = sequence_reader.GetNextFrame(); + } open_face_rec.Close(); if (recording_params.outputAUs()) { - cout << "Postprocessing the Action Unit predictions" << endl; + INFO_STREAM("Postprocessing the Action Unit predictions"); face_analyser.PostprocessOutputFile(open_face_rec.GetCSVFile()); } @@ -307,55 +303,3 @@ int main (int argc, char **argv) return 0; } - -void get_visualization_params(bool& visualize_track, bool& visualize_align, bool& visualize_hog,vector &arguments) -{ - - bool* valid = new bool[arguments.size()]; - - for (size_t i = 0; i < arguments.size(); ++i) - { - valid[i] = true; - } - - string output_root = ""; - - visualize_align = false; - visualize_hog = false; - visualize_track = false; - - for (size_t i = 0; i < arguments.size(); ++i) - { - if (arguments[i].compare("-verbose") == 0) - { - visualize_track = true; - visualize_align = true; - visualize_hog = true; - } - else if (arguments[i].compare("-vis-align") == 0) - { - visualize_align = true; - valid[i] = false; - } - else if (arguments[i].compare("-vis-hog") == 0) - { - visualize_hog = true; - valid[i] = false; - } - else if (arguments[i].compare("-vis-track") == 0) - { - visualize_track = true; - valid[i] = false; - } - } - - for (int i = arguments.size() - 1; i >= 0; --i) - { - if (!valid[i]) - { - arguments.erase(arguments.begin() + i); - } - } - -} - diff --git a/lib/local/FaceAnalyser/FaceAnalyser.vcxproj b/lib/local/FaceAnalyser/FaceAnalyser.vcxproj index 786a34b..50d78dd 100644 --- a/lib/local/FaceAnalyser/FaceAnalyser.vcxproj +++ b/lib/local/FaceAnalyser/FaceAnalyser.vcxproj @@ -98,7 +98,7 @@ Level3 Disabled false - ./include;$(SolutionDir)lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\LandmarkDetector\include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 true @@ -117,7 +117,7 @@ Level3 Disabled false - ./include;$(SolutionDir)lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\LandmarkDetector\include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) AdvancedVectorExtensions true @@ -139,7 +139,7 @@ true - ./include;$(SolutionDir)lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\LandmarkDetector\include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 true @@ -164,7 +164,7 @@ true - ./include;$(SolutionDir)lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\LandmarkDetector\include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) AdvancedVectorExtensions true diff --git a/lib/local/FaceAnalyser/include/FaceAnalyser.h b/lib/local/FaceAnalyser/include/FaceAnalyser.h index cae0b22..cc5eb6d 100644 --- a/lib/local/FaceAnalyser/include/FaceAnalyser.h +++ b/lib/local/FaceAnalyser/include/FaceAnalyser.h @@ -64,7 +64,7 @@ public: // Constructor for FaceAnalyser using the parameters structure FaceAnalyser(const FaceAnalysis::FaceAnalyserParameters& face_analyser_params); - void AddNextFrame(const cv::Mat& frame, const cv::Mat_& detected_landmarks, bool success, double timestamp_seconds, bool online = false, bool visualise = true); + void AddNextFrame(const cv::Mat& frame, const cv::Mat_& detected_landmarks, bool success, double timestamp_seconds, bool online = false); cv::Mat GetLatestHOGDescriptorVisualisation(); @@ -77,7 +77,7 @@ public: // A standalone call for predicting AUs from a static image, the first element in the pair represents occurence the second intensity // This call is useful for detecting action units in images - std::pair>, std::vector>> PredictStaticAUs(const cv::Mat& frame, const cv::Mat_& detected_landmarks, bool visualise = true); + std::pair>, std::vector>> PredictStaticAUs(const cv::Mat& frame, const cv::Mat_& detected_landmarks); void Reset(); diff --git a/lib/local/FaceAnalyser/include/Face_utils.h b/lib/local/FaceAnalyser/include/Face_utils.h index 8e4439c..759bdb9 100644 --- a/lib/local/FaceAnalyser/include/Face_utils.h +++ b/lib/local/FaceAnalyser/include/Face_utils.h @@ -52,8 +52,6 @@ namespace FaceAnalysis void Extract_FHOG_descriptor(cv::Mat_& descriptor, const cv::Mat& image, int& num_rows, int& num_cols, int cell_size = 8); - void Visualise_FHOG(const cv::Mat_& descriptor, int num_rows, int num_cols, cv::Mat& visualisation); - // The following two methods go hand in hand void ExtractSummaryStatistics(const cv::Mat_& descriptors, cv::Mat_& sum_stats, bool mean, bool stdev, bool max_min); void AddDescriptor(cv::Mat_& descriptors, cv::Mat_ new_descriptor, int curr_frame, int num_frames_to_keep = 120); @@ -70,26 +68,10 @@ namespace FaceAnalysis cv::Matx22f AlignShapesWithScale(cv::Mat_& src, cv::Mat_ dst); //=========================================================================== - // Visualisation functions + // Visualisation functions, TODO move //=========================================================================== void Project(cv::Mat_& dest, const cv::Mat_& mesh, float fx, float fy, float cx, float cy); - //=========================================================================== - // Angle representation conversion helpers - //=========================================================================== - cv::Matx33f Euler2RotationMatrix(const cv::Vec3f& eulerAngles); - - // Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign - cv::Vec3f RotationMatrix2Euler(const cv::Matx33f& rotation_matrix); - - cv::Vec3f Euler2AxisAngle(const cv::Vec3f& euler); - - cv::Vec3f AxisAngle2Euler(const cv::Vec3f& axis_angle); - - cv::Matx33f AxisAngle2RotationMatrix(const cv::Vec3f& axis_angle); - - cv::Vec3f RotationMatrix2AxisAngle(const cv::Matx33f& rotation_matrix); - //============================================================================ // Matrix reading functionality //============================================================================ diff --git a/lib/local/FaceAnalyser/src/FaceAnalyser.cpp b/lib/local/FaceAnalyser/src/FaceAnalyser.cpp index 3702537..8a4fb41 100644 --- a/lib/local/FaceAnalyser/src/FaceAnalyser.cpp +++ b/lib/local/FaceAnalyser/src/FaceAnalyser.cpp @@ -248,7 +248,7 @@ int GetViewId(const vector orientations_all, const cv::Vec3d& orienta } -std::pair>, std::vector>> FaceAnalyser::PredictStaticAUs(const cv::Mat& frame, const cv::Mat_& detected_landmarks, bool visualise) +std::pair>, std::vector>> FaceAnalyser::PredictStaticAUs(const cv::Mat& frame, const cv::Mat_& detected_landmarks) { // Extract shape parameters from the detected landmarks @@ -285,13 +285,7 @@ std::pair>, std::vector aligned_face_cols(1, aligned_face_for_au.cols * aligned_face_for_au.rows * aligned_face_for_au.channels(), aligned_face_for_au.data, 1); //cv::Mat_ aligned_face_cols_double; //aligned_face_cols.convertTo(aligned_face_cols_double, CV_64F); - - // Visualising the median HOG - if (visualise) - { - FaceAnalysis::Visualise_FHOG(hog_descriptor, num_hog_rows, num_hog_cols, hog_descriptor_visualisation); - } - + // Perform AU prediction auto AU_predictions_intensity = PredictCurrentAUs(orientation_to_use); auto AU_predictions_occurence = PredictCurrentAUsClass(orientation_to_use); @@ -310,7 +304,7 @@ std::pair>, std::vector& detected_landmarks, bool success, double timestamp_seconds, bool online, bool visualise) +void FaceAnalyser::AddNextFrame(const cv::Mat& frame, const cv::Mat_& detected_landmarks, bool success, double timestamp_seconds, bool online) { frames_tracking++; @@ -423,13 +417,7 @@ void FaceAnalyser::AddNextFrame(const cv::Mat& frame, const cv::Mat_& det { UpdateRunningMedian(this->geom_desc_hist, this->geom_hist_sum, this->geom_descriptor_median, geom_descriptor_frame, update_median, this->num_bins_geom, this->min_val_geom, this->max_val_geom); } - - // Visualising the median HOG - if(visualise) - { - FaceAnalysis::Visualise_FHOG(hog_descriptor, num_hog_rows, num_hog_cols, hog_descriptor_visualisation); - } - + // Perform AU prediction AU_predictions_reg = PredictCurrentAUs(orientation_to_use); diff --git a/lib/local/FaceAnalyser/src/Face_utils.cpp b/lib/local/FaceAnalyser/src/Face_utils.cpp index 2acfec9..f2cfe25 100644 --- a/lib/local/FaceAnalyser/src/Face_utils.cpp +++ b/lib/local/FaceAnalyser/src/Face_utils.cpp @@ -242,30 +242,6 @@ namespace FaceAnalysis } } - - void Visualise_FHOG(const cv::Mat_& descriptor, int num_rows, int num_cols, cv::Mat& visualisation) - { - - // First convert to dlib format - dlib::array2d > hog(num_rows, num_cols); - - cv::MatConstIterator_ descriptor_it = descriptor.begin(); - for(int y = 0; y < num_cols; ++y) - { - for(int x = 0; x < num_rows; ++x) - { - for(unsigned int o = 0; o < 31; ++o) - { - hog[y][x](o) = *descriptor_it++; - } - } - } - - // Draw the FHOG to OpenCV format - auto fhog_vis = dlib::draw_fhog(hog); - visualisation = dlib::toMat(fhog_vis).clone(); - } - // Create a row vector Felzenszwalb HOG descriptor from a given image void Extract_FHOG_descriptor(cv::Mat_& descriptor, const cv::Mat& image, int& num_rows, int& num_cols, int cell_size) { @@ -442,7 +418,7 @@ namespace FaceAnalysis //=========================================================================== - // Visualisation functions + // Visualisation functions, TODO rem //=========================================================================== void Project(cv::Mat_& dest, const cv::Mat_& mesh, float fx, float fy, float cx, float cy) { @@ -485,81 +461,6 @@ namespace FaceAnalysis } - //=========================================================================== - // Angle representation conversion helpers - //=========================================================================== - - // Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign - cv::Matx33f Euler2RotationMatrix(const cv::Vec3f& eulerAngles) - { - cv::Matx33f rotation_matrix; - - float s1 = sin(eulerAngles[0]); - float s2 = sin(eulerAngles[1]); - float s3 = sin(eulerAngles[2]); - - float c1 = cos(eulerAngles[0]); - float c2 = cos(eulerAngles[1]); - float c3 = cos(eulerAngles[2]); - - rotation_matrix(0, 0) = c2 * c3; - rotation_matrix(0, 1) = -c2 *s3; - rotation_matrix(0, 2) = s2; - rotation_matrix(1, 0) = c1 * s3 + c3 * s1 * s2; - rotation_matrix(1, 1) = c1 * c3 - s1 * s2 * s3; - rotation_matrix(1, 2) = -c2 * s1; - rotation_matrix(2, 0) = s1 * s3 - c1 * c3 * s2; - rotation_matrix(2, 1) = c3 * s1 + c1 * s2 * s3; - rotation_matrix(2, 2) = c1 * c2; - - return rotation_matrix; - } - - // Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign - cv::Vec3f RotationMatrix2Euler(const cv::Matx33f& rotation_matrix) - { - float q0 = sqrt(1 + rotation_matrix(0, 0) + rotation_matrix(1, 1) + rotation_matrix(2, 2)) / 2.0f; - float q1 = (rotation_matrix(2, 1) - rotation_matrix(1, 2)) / (4.0f*q0); - float q2 = (rotation_matrix(0, 2) - rotation_matrix(2, 0)) / (4.0f*q0); - float q3 = (rotation_matrix(1, 0) - rotation_matrix(0, 1)) / (4.0f*q0); - - float t1 = 2.0f * (q0*q2 + q1*q3); - - float yaw = asin(2.0 * (q0*q2 + q1*q3)); - float pitch = atan2(2.0 * (q0*q1 - q2*q3), q0*q0 - q1*q1 - q2*q2 + q3*q3); - float roll = atan2(2.0 * (q0*q3 - q1*q2), q0*q0 + q1*q1 - q2*q2 - q3*q3); - - return cv::Vec3f(pitch, yaw, roll); - } - - cv::Vec3f Euler2AxisAngle(const cv::Vec3f& euler) - { - cv::Matx33f rotMatrix = Euler2RotationMatrix(euler); - cv::Vec3f axis_angle; - cv::Rodrigues(rotMatrix, axis_angle); - return axis_angle; - } - - cv::Vec3f AxisAngle2Euler(const cv::Vec3f& axis_angle) - { - cv::Matx33f rotation_matrix; - cv::Rodrigues(axis_angle, rotation_matrix); - return RotationMatrix2Euler(rotation_matrix); - } - - cv::Matx33f AxisAngle2RotationMatrix(const cv::Vec3f& axis_angle) - { - cv::Matx33f rotation_matrix; - cv::Rodrigues(axis_angle, rotation_matrix); - return rotation_matrix; - } - - cv::Vec3f RotationMatrix2AxisAngle(const cv::Matx33f& rotation_matrix) - { - cv::Vec3f axis_angle; - cv::Rodrigues(rotation_matrix, axis_angle); - return axis_angle; - } //============================================================================ // Matrix reading functionality diff --git a/lib/local/FaceAnalyser/src/PDM.cpp b/lib/local/FaceAnalyser/src/PDM.cpp index 7fc6c20..f6533e4 100644 --- a/lib/local/FaceAnalyser/src/PDM.cpp +++ b/lib/local/FaceAnalyser/src/PDM.cpp @@ -48,6 +48,7 @@ #endif #include +#include // OpenBLAS #include @@ -107,7 +108,7 @@ void PDM::CalcShape2D(cv::Mat_& out_shape, const cv::Mat_& params_ // get the rotation matrix from the euler angles cv::Vec3f euler(params_global[1], params_global[2], params_global[3]); - cv::Matx33f currRot = Euler2RotationMatrix(euler); + cv::Matx33f currRot = Utilities::Euler2RotationMatrix(euler); // get the 3D shape of the object cv::Mat_ Shape_3D = mean_shape + princ_comp * params_local; @@ -138,7 +139,7 @@ void PDM::CalcParams(cv::Vec6f& out_params_global, const cv::Rect_& bound CalcShape3D(current_shape, params_local); // rotate the shape - cv::Matx33f rotation_matrix = Euler2RotationMatrix(rotation); + cv::Matx33f rotation_matrix = Utilities::Euler2RotationMatrix(rotation); cv::Mat_ reshaped = current_shape.reshape(1, 3); @@ -213,7 +214,7 @@ void PDM::ComputeRigidJacobian(const cv::Mat_& p_local, const cv::Vec6f& // Get the rotation matrix cv::Vec3f euler(params_global[1], params_global[2], params_global[3]); - cv::Matx33f currRot = Euler2RotationMatrix(euler); + cv::Matx33f currRot = Utilities::Euler2RotationMatrix(euler); float r11 = currRot(0, 0); float r12 = currRot(0, 1); @@ -306,7 +307,7 @@ void PDM::ComputeJacobian(const cv::Mat_& params_local, const cv::Vec6f& this->CalcShape3D(shape_3D, params_local); cv::Vec3f euler(params_global[1], params_global[2], params_global[3]); - cv::Matx33f currRot = Euler2RotationMatrix(euler); + cv::Matx33f currRot = Utilities::Euler2RotationMatrix(euler); float r11 = currRot(0, 0); float r12 = currRot(0, 1); @@ -404,7 +405,7 @@ void PDM::UpdateModelParameters(const cv::Mat_& delta_p, cv::Mat_& // get the original rotation matrix cv::Vec3f eulerGlobal(params_global[1], params_global[2], params_global[3]); - cv::Matx33f R1 = Euler2RotationMatrix(eulerGlobal); + cv::Matx33f R1 = Utilities::Euler2RotationMatrix(eulerGlobal); // construct R' = [1, -wz, wy // wz, 1, -wx @@ -422,8 +423,8 @@ void PDM::UpdateModelParameters(const cv::Mat_& delta_p, cv::Mat_& cv::Matx33f R3 = R1 *R2; // Extract euler angle (through axis angle first to make sure it's legal) - cv::Vec3f axis_angle = RotationMatrix2AxisAngle(R3); - cv::Vec3f euler = AxisAngle2Euler(axis_angle); + cv::Vec3f axis_angle = Utilities::RotationMatrix2AxisAngle(R3); + cv::Vec3f euler = Utilities::AxisAngle2Euler(axis_angle); params_global[1] = euler[0]; params_global[2] = euler[1]; @@ -466,7 +467,7 @@ void PDM::CalcParams(cv::Vec6f& out_params_global, cv::Mat_& out_params_l float scaling = ((width / model_bbox.width) + (height / model_bbox.height)) / 2; cv::Vec3f rotation_init(rotation[0], rotation[1], rotation[2]); - cv::Matx33f R = Euler2RotationMatrix(rotation_init); + cv::Matx33f R = Utilities::Euler2RotationMatrix(rotation_init); cv::Vec2f translation((min_x + max_x) / 2.0, (min_y + max_y) / 2.0); cv::Mat_ loc_params(this->NumberOfModes(),1, 0.0); @@ -553,7 +554,7 @@ void PDM::CalcParams(cv::Vec6f& out_params_global, cv::Mat_& out_params_l translation[0] = glob_params[4]; translation[1] = glob_params[5]; - R = Euler2RotationMatrix(rotation_init); + R = Utilities::Euler2RotationMatrix(rotation_init); R_2D(0,0) = R(0,0);R_2D(0,1) = R(0,1); R_2D(0,2) = R(0,2); R_2D(1,0) = R(1,0);R_2D(1,1) = R(1,1); R_2D(1,2) = R(1,2); diff --git a/lib/local/LandmarkDetector/LandmarkDetector.vcxproj b/lib/local/LandmarkDetector/LandmarkDetector.vcxproj index f2d5744..a6c9ce6 100644 --- a/lib/local/LandmarkDetector/LandmarkDetector.vcxproj +++ b/lib/local/LandmarkDetector/LandmarkDetector.vcxproj @@ -93,7 +93,7 @@ Disabled - ./include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) WIN32;_DEBUG;_LIB;EIGEN_MPL2_ONLY;%(PreprocessorDefinitions) true EnableFastChecks @@ -117,7 +117,7 @@ xcopy /I /E /Y /D "$(SolutionDir)lib\3rdParty\OpenCV3.1\classifiers" "$(OutDir)c Disabled - ./include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) WIN64;_DEBUG;_LIB;EIGEN_MPL2_ONLY;%(PreprocessorDefinitions) EnableFastChecks MultiThreadedDebugDLL @@ -141,7 +141,7 @@ xcopy /I /E /Y /D "$(SolutionDir)lib\3rdParty\OpenCV3.1\classifiers" "$(OutDir)c Full true - ./include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) WIN32;NDEBUG;_LIB;%(PreprocessorDefinitions) MultiThreadedDLL false @@ -166,7 +166,7 @@ xcopy /I /E /Y /D "$(SolutionDir)lib\3rdParty\OpenCV3.1\classifiers" "$(OutDir)c Full true - ./include;%(AdditionalIncludeDirectories) + ./include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) WIN64;NDEBUG;_LIB;%(PreprocessorDefinitions) MultiThreadedDLL false diff --git a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h index 8c9ae2d..1157259 100644 --- a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h +++ b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h @@ -94,23 +94,6 @@ namespace LandmarkDetector void Draw(cv::Mat img, const cv::Mat_& shape2D); void Draw(cv::Mat img, const CLNF& clnf_model); - - //=========================================================================== - // Angle representation conversion helpers - //=========================================================================== - cv::Matx33d Euler2RotationMatrix(const cv::Vec3d& eulerAngles); - - // Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign - cv::Vec3d RotationMatrix2Euler(const cv::Matx33d& rotation_matrix); - - cv::Vec3d Euler2AxisAngle(const cv::Vec3d& euler); - - cv::Vec3d AxisAngle2Euler(const cv::Vec3d& axis_angle); - - cv::Matx33d AxisAngle2RotationMatrix(const cv::Vec3d& axis_angle); - - cv::Vec3d RotationMatrix2AxisAngle(const cv::Matx33d& rotation_matrix); - //============================================================================ // Face detection helpers //============================================================================ diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorFunc.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorFunc.cpp index f8460d9..7a267e1 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorFunc.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorFunc.cpp @@ -35,6 +35,7 @@ #include "stdafx.h" #include +#include "RotationHelpers.h" // OpenCV includes #include @@ -83,7 +84,7 @@ cv::Vec6d LandmarkDetector::GetPose(const CLNF& clnf_model, float fx, float fy, cv::solvePnP(landmarks_3D, landmarks_2D, camera_matrix, cv::Mat(), vec_rot, vec_trans, true); - cv::Vec3d euler = LandmarkDetector::AxisAngle2Euler(vec_rot); + cv::Vec3d euler = Utilities::AxisAngle2Euler(vec_rot); return cv::Vec6d(vec_trans[0], vec_trans[1], vec_trans[2], euler[0], euler[1], euler[2]); } @@ -136,12 +137,12 @@ cv::Vec6d LandmarkDetector::GetPoseWRTCamera(const CLNF& clnf_model, float fx, f double z_y = cv::sqrt(vec_trans[1] * vec_trans[1] + vec_trans[2] * vec_trans[2]); double eul_y = -atan2(vec_trans[0], z_y); - cv::Matx33d camera_rotation = LandmarkDetector::Euler2RotationMatrix(cv::Vec3d(eul_x, eul_y, 0)); - cv::Matx33d head_rotation = LandmarkDetector::AxisAngle2RotationMatrix(vec_rot); + cv::Matx33d camera_rotation = Utilities::Euler2RotationMatrix(cv::Vec3d(eul_x, eul_y, 0)); + cv::Matx33d head_rotation = Utilities::AxisAngle2RotationMatrix(vec_rot); cv::Matx33d corrected_rotation = camera_rotation * head_rotation; - cv::Vec3d euler_corrected = LandmarkDetector::RotationMatrix2Euler(corrected_rotation); + cv::Vec3d euler_corrected = Utilities::RotationMatrix2Euler(corrected_rotation); return cv::Vec6d(vec_trans[0], vec_trans[1], vec_trans[2], euler_corrected[0], euler_corrected[1], euler_corrected[2]); } diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorModel.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorModel.cpp index faf8bd9..4c2769a 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorModel.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorModel.cpp @@ -45,6 +45,7 @@ // Local includes #include +#include using namespace LandmarkDetector; @@ -1098,7 +1099,7 @@ cv::Mat_ CLNF::GetShape(double fx, double fy, double cx, double cy) cons // Need to rotate the shape to get the actual 3D representation // get the rotation matrix from the euler angles - cv::Matx33d R = LandmarkDetector::Euler2RotationMatrix(cv::Vec3d(params_global[1], params_global[2], params_global[3])); + cv::Matx33d R = Utilities::Euler2RotationMatrix(cv::Vec3d(params_global[1], params_global[2], params_global[3])); shape3d = shape3d.reshape(1, 3); diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 76f334c..4bddb8e 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -39,7 +39,6 @@ // OpenCV includes #include #include -#include // Boost includes #include @@ -970,81 +969,7 @@ void DrawLandmarks(cv::Mat img, vector landmarks) } -//=========================================================================== -// Angle representation conversion helpers -//=========================================================================== -// Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign -cv::Matx33d Euler2RotationMatrix(const cv::Vec3d& eulerAngles) -{ - cv::Matx33d rotation_matrix; - - double s1 = sin(eulerAngles[0]); - double s2 = sin(eulerAngles[1]); - double s3 = sin(eulerAngles[2]); - - double c1 = cos(eulerAngles[0]); - double c2 = cos(eulerAngles[1]); - double c3 = cos(eulerAngles[2]); - - rotation_matrix(0,0) = c2 * c3; - rotation_matrix(0,1) = -c2 *s3; - rotation_matrix(0,2) = s2; - rotation_matrix(1,0) = c1 * s3 + c3 * s1 * s2; - rotation_matrix(1,1) = c1 * c3 - s1 * s2 * s3; - rotation_matrix(1,2) = -c2 * s1; - rotation_matrix(2,0) = s1 * s3 - c1 * c3 * s2; - rotation_matrix(2,1) = c3 * s1 + c1 * s2 * s3; - rotation_matrix(2,2) = c1 * c2; - - return rotation_matrix; -} - -// Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign -cv::Vec3d RotationMatrix2Euler(const cv::Matx33d& rotation_matrix) -{ - double q0 = sqrt( 1 + rotation_matrix(0,0) + rotation_matrix(1,1) + rotation_matrix(2,2) ) / 2.0; - double q1 = (rotation_matrix(2,1) - rotation_matrix(1,2)) / (4.0*q0) ; - double q2 = (rotation_matrix(0,2) - rotation_matrix(2,0)) / (4.0*q0) ; - double q3 = (rotation_matrix(1,0) - rotation_matrix(0,1)) / (4.0*q0) ; - - double t1 = 2.0 * (q0*q2 + q1*q3); - - double yaw = asin(2.0 * (q0*q2 + q1*q3)); - double pitch= atan2(2.0 * (q0*q1-q2*q3), q0*q0-q1*q1-q2*q2+q3*q3); - double roll = atan2(2.0 * (q0*q3-q1*q2), q0*q0+q1*q1-q2*q2-q3*q3); - - return cv::Vec3d(pitch, yaw, roll); -} - -cv::Vec3d Euler2AxisAngle(const cv::Vec3d& euler) -{ - cv::Matx33d rotMatrix = LandmarkDetector::Euler2RotationMatrix(euler); - cv::Vec3d axis_angle; - cv::Rodrigues(rotMatrix, axis_angle); - return axis_angle; -} - -cv::Vec3d AxisAngle2Euler(const cv::Vec3d& axis_angle) -{ - cv::Matx33d rotation_matrix; - cv::Rodrigues(axis_angle, rotation_matrix); - return RotationMatrix2Euler(rotation_matrix); -} - -cv::Matx33d AxisAngle2RotationMatrix(const cv::Vec3d& axis_angle) -{ - cv::Matx33d rotation_matrix; - cv::Rodrigues(axis_angle, rotation_matrix); - return rotation_matrix; -} - -cv::Vec3d RotationMatrix2AxisAngle(const cv::Matx33d& rotation_matrix) -{ - cv::Vec3d axis_angle; - cv::Rodrigues(rotation_matrix, axis_angle); - return axis_angle; -} //=========================================================================== diff --git a/lib/local/LandmarkDetector/src/PDM.cpp b/lib/local/LandmarkDetector/src/PDM.cpp index f51f029..59c294a 100644 --- a/lib/local/LandmarkDetector/src/PDM.cpp +++ b/lib/local/LandmarkDetector/src/PDM.cpp @@ -49,6 +49,7 @@ #endif #include +#include "RotationHelpers.h" using namespace LandmarkDetector; //=========================================================================== @@ -154,7 +155,7 @@ void PDM::CalcShape2D(cv::Mat_& out_shape, const cv::Mat_& param // get the rotation matrix from the euler angles cv::Vec3d euler(params_global[1], params_global[2], params_global[3]); - cv::Matx33d currRot = Euler2RotationMatrix(euler); + cv::Matx33d currRot = Utilities::Euler2RotationMatrix(euler); // get the 3D shape of the object cv::Mat_ Shape_3D = mean_shape + princ_comp * params_local; @@ -185,7 +186,7 @@ void PDM::CalcParams(cv::Vec6d& out_params_global, const cv::Rect_& boun CalcShape3D(current_shape, params_local); // rotate the shape - cv::Matx33d rotation_matrix = Euler2RotationMatrix(rotation); + cv::Matx33d rotation_matrix = Utilities::Euler2RotationMatrix(rotation); cv::Mat_ reshaped = current_shape.reshape(1, 3); @@ -265,7 +266,7 @@ void PDM::ComputeRigidJacobian(const cv::Mat_& p_local, const cv::Vec6d& // Get the rotation matrix cv::Vec3d euler(params_global[1], params_global[2], params_global[3]); - cv::Matx33d currRot = Euler2RotationMatrix(euler); + cv::Matx33d currRot = Utilities::Euler2RotationMatrix(euler); float r11 = (float) currRot(0,0); float r12 = (float) currRot(0,1); @@ -363,7 +364,7 @@ void PDM::ComputeJacobian(const cv::Mat_& params_local, const cv::Vec6d& shape_3D_d.convertTo(shape_3D, CV_32F); cv::Vec3d euler(params_global[1], params_global[2], params_global[3]); - cv::Matx33d currRot = Euler2RotationMatrix(euler); + cv::Matx33d currRot = Utilities::Euler2RotationMatrix(euler); float r11 = (float) currRot(0,0); float r12 = (float) currRot(0,1); @@ -460,7 +461,7 @@ void PDM::UpdateModelParameters(const cv::Mat_& delta_p, cv::Mat_& // get the original rotation matrix cv::Vec3d eulerGlobal(params_global[1], params_global[2], params_global[3]); - cv::Matx33d R1 = Euler2RotationMatrix(eulerGlobal); + cv::Matx33d R1 = Utilities::Euler2RotationMatrix(eulerGlobal); // construct R' = [1, -wz, wy // wz, 1, -wx @@ -478,8 +479,8 @@ void PDM::UpdateModelParameters(const cv::Mat_& delta_p, cv::Mat_& cv::Matx33d R3 = R1 *R2; // Extract euler angle (through axis angle first to make sure it's legal) - cv::Vec3d axis_angle = RotationMatrix2AxisAngle(R3); - cv::Vec3d euler = AxisAngle2Euler(axis_angle); + cv::Vec3d axis_angle = Utilities::RotationMatrix2AxisAngle(R3); + cv::Vec3d euler = Utilities::AxisAngle2Euler(axis_angle); params_global[1] = euler[0]; params_global[2] = euler[1]; @@ -569,7 +570,7 @@ void PDM::CalcParams(cv::Vec6d& out_params_global, const cv::Mat_& out_p double scaling = ((width / model_bbox.width) + (height / model_bbox.height)) / 2; cv::Vec3d rotation_init = rotation; - cv::Matx33d R = Euler2RotationMatrix(rotation_init); + cv::Matx33d R = Utilities::Euler2RotationMatrix(rotation_init); cv::Vec2d translation((min_x + max_x) / 2.0, (min_y + max_y) / 2.0); cv::Mat_ loc_params(this->NumberOfModes(),1, 0.0); @@ -656,7 +657,7 @@ void PDM::CalcParams(cv::Vec6d& out_params_global, const cv::Mat_& out_p translation[0] = glob_params[4]; translation[1] = glob_params[5]; - R = Euler2RotationMatrix(rotation_init); + R = Utilities::Euler2RotationMatrix(rotation_init); R_2D(0,0) = R(0,0);R_2D(0,1) = R(0,1); R_2D(0,2) = R(0,2); R_2D(1,0) = R(1,0);R_2D(1,1) = R(1,1); R_2D(1,2) = R(1,2); diff --git a/lib/local/Utilities/Utilities.vcxproj b/lib/local/Utilities/Utilities.vcxproj index d01b231..843f8ee 100644 --- a/lib/local/Utilities/Utilities.vcxproj +++ b/lib/local/Utilities/Utilities.vcxproj @@ -61,21 +61,29 @@ + + + + + + + + @@ -146,14 +154,22 @@ + + + + + + + {b47a5f12-2567-44e9-ae49-35763ec82149} + diff --git a/lib/local/Utilities/Utilities.vcxproj.filters b/lib/local/Utilities/Utilities.vcxproj.filters index 1049037..28734b6 100644 --- a/lib/local/Utilities/Utilities.vcxproj.filters +++ b/lib/local/Utilities/Utilities.vcxproj.filters @@ -33,6 +33,9 @@ Source Files + + Source Files + @@ -50,8 +53,14 @@ Header Files + + Header Files + Header Files + + Header Files + \ No newline at end of file diff --git a/lib/local/Utilities/include/RotationHelpers.h b/lib/local/Utilities/include/RotationHelpers.h new file mode 100644 index 0000000..c416185 --- /dev/null +++ b/lib/local/Utilities/include/RotationHelpers.h @@ -0,0 +1,118 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __ROTATION_HELPERS_h_ +#define __ROTATION_HELPERS_h_ + +#include +#include + +namespace Utilities +{ + //=========================================================================== + // Angle representation conversion helpers + //=========================================================================== + + // Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign + static cv::Matx33d Euler2RotationMatrix(const cv::Vec3d& eulerAngles) + { + cv::Matx33d rotation_matrix; + + double s1 = sin(eulerAngles[0]); + double s2 = sin(eulerAngles[1]); + double s3 = sin(eulerAngles[2]); + + double c1 = cos(eulerAngles[0]); + double c2 = cos(eulerAngles[1]); + double c3 = cos(eulerAngles[2]); + + rotation_matrix(0, 0) = c2 * c3; + rotation_matrix(0, 1) = -c2 *s3; + rotation_matrix(0, 2) = s2; + rotation_matrix(1, 0) = c1 * s3 + c3 * s1 * s2; + rotation_matrix(1, 1) = c1 * c3 - s1 * s2 * s3; + rotation_matrix(1, 2) = -c2 * s1; + rotation_matrix(2, 0) = s1 * s3 - c1 * c3 * s2; + rotation_matrix(2, 1) = c3 * s1 + c1 * s2 * s3; + rotation_matrix(2, 2) = c1 * c2; + + return rotation_matrix; + } + + // Using the XYZ convention R = Rx * Ry * Rz, left-handed positive sign + static cv::Vec3d RotationMatrix2Euler(const cv::Matx33d& rotation_matrix) + { + double q0 = sqrt(1 + rotation_matrix(0, 0) + rotation_matrix(1, 1) + rotation_matrix(2, 2)) / 2.0; + double q1 = (rotation_matrix(2, 1) - rotation_matrix(1, 2)) / (4.0*q0); + double q2 = (rotation_matrix(0, 2) - rotation_matrix(2, 0)) / (4.0*q0); + double q3 = (rotation_matrix(1, 0) - rotation_matrix(0, 1)) / (4.0*q0); + + double t1 = 2.0 * (q0*q2 + q1*q3); + + double yaw = asin(2.0 * (q0*q2 + q1*q3)); + double pitch = atan2(2.0 * (q0*q1 - q2*q3), q0*q0 - q1*q1 - q2*q2 + q3*q3); + double roll = atan2(2.0 * (q0*q3 - q1*q2), q0*q0 + q1*q1 - q2*q2 - q3*q3); + + return cv::Vec3d(pitch, yaw, roll); + } + + static cv::Vec3d Euler2AxisAngle(const cv::Vec3d& euler) + { + cv::Matx33d rotMatrix = Euler2RotationMatrix(euler); + cv::Vec3d axis_angle; + cv::Rodrigues(rotMatrix, axis_angle); + return axis_angle; + } + + static cv::Vec3d AxisAngle2Euler(const cv::Vec3d& axis_angle) + { + cv::Matx33d rotation_matrix; + cv::Rodrigues(axis_angle, rotation_matrix); + return RotationMatrix2Euler(rotation_matrix); + } + + static cv::Matx33d AxisAngle2RotationMatrix(const cv::Vec3d& axis_angle) + { + cv::Matx33d rotation_matrix; + cv::Rodrigues(axis_angle, rotation_matrix); + return rotation_matrix; + } + + static cv::Vec3d RotationMatrix2AxisAngle(const cv::Matx33d& rotation_matrix) + { + cv::Vec3d axis_angle; + cv::Rodrigues(rotation_matrix, axis_angle); + return axis_angle; + } +} +#endif \ No newline at end of file diff --git a/lib/local/Utilities/include/VisualizationUtils.h b/lib/local/Utilities/include/VisualizationUtils.h index fcd3722..4d0689b 100644 --- a/lib/local/Utilities/include/VisualizationUtils.h +++ b/lib/local/Utilities/include/VisualizationUtils.h @@ -41,10 +41,6 @@ namespace Utilities { - void DrawLandmarkDetResults(cv::Mat img, const cv::Mat_& shape2D, const cv::Mat_& visibilities); - void DrawPoseDetResults(cv::Mat image, cv::Vec6d pose, double confidence, float fx, float fy, float cx, float cy); - void DrawEyeTrackResults(cv::Mat image, const cv::Mat_& eye_landmarks, cv::Point3f gazeVecAxisLeft, cv::Point3f gazeVecAxisRight, float fx, float fy, float cx, float cy); - // TODO draw AU results // Helper utilities @@ -52,11 +48,12 @@ namespace Utilities // Drawing a bounding box around the face in an image void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy); - void DrawBox(std::vector> lines, cv::Mat image, cv::Scalar color, int thickness); + void DrawBox(const std::vector>& lines, cv::Mat image, cv::Scalar color, int thickness); // Computing a bounding box to be drawn std::vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy); + void Visualise_FHOG(const cv::Mat_& descriptor, int num_rows, int num_cols, cv::Mat& visualisation); } diff --git a/lib/local/Utilities/include/Visualizer.h b/lib/local/Utilities/include/Visualizer.h new file mode 100644 index 0000000..cb5f80e --- /dev/null +++ b/lib/local/Utilities/include/Visualizer.h @@ -0,0 +1,105 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __VISUALIZER_h_ +#define __VISUALIZER_h_ + +// System includes +#include + +// OpenCV includes +#include +#include + +namespace Utilities +{ + + //=========================================================================== + /** + A class for recording data processed by OpenFace (facial landmarks, head pose, facial action units, aligned face, HOG features, and tracked video + */ + class Visualizer { + + public: + + // The constructor for the visualizer that specifies what to visualize + Visualizer(std::vector arguments); + Visualizer(bool vis_track, bool vis_hog, bool vis_align); + + ~Visualizer(); + + // TODO copy, assignment and move operators? Do not allow + + // Adding observations to the visualizer + + // Pose related observations + void SetImage(const cv::Mat& canvas, float fx, float fy, float cx, float cy); + + // All observations relevant to facial landmarks (optional visibilities parameter to not display all landmarks) + void SetObservationLandmarks(const cv::Mat_& landmarks_2D, double confidence, bool success, const cv::Mat_& visibilities = cv::Mat_()); + + // Pose related observations + void SetObservationPose(const cv::Vec6d& pose, double confidence); + + // Gaze related observations + void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks); + + // Face alignment related observations + void SetObservationFaceAlign(const cv::Mat& aligned_face); + + // HOG feature related observations + void SetObservationHOG(const cv::Mat_& hog_descriptor, int num_cols, int num_rows); + + void ShowObservation(); + + cv::Mat GetVisImage(); + + private: + + // Keeping track of what we're visualizing + bool vis_track; + bool vis_hog; + bool vis_align; + + // Temporary variables for visualization + cv::Mat captured_image; // out canvas + cv::Mat tracked_image; + cv::Mat hog_image; + cv::Mat aligned_face_image; + + // Useful for drawing 3d + float fx, fy, cx, cy; + + }; +} +#endif \ No newline at end of file diff --git a/lib/local/Utilities/src/VisualizationUtils.cpp b/lib/local/Utilities/src/VisualizationUtils.cpp index 8df8bc4..1e56d47 100644 --- a/lib/local/Utilities/src/VisualizationUtils.cpp +++ b/lib/local/Utilities/src/VisualizationUtils.cpp @@ -32,134 +32,167 @@ /////////////////////////////////////////////////////////////////////////////// #include "VisualizationUtils.h" +#include "RotationHelpers.h" -using namespace Utilities; +// For FHOG visualisation +#include +#include -void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy) +// For drawing on images +#include + +namespace Utilities { - dest = cv::Mat_(mesh.rows, 2, 0.0); - - int num_points = mesh.rows; - - double X, Y, Z; - - - cv::Mat_::const_iterator mData = mesh.begin(); - cv::Mat_::iterator projected = dest.begin(); - - for (int i = 0; i < num_points; i++) + void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy) { - // Get the points - X = *(mData++); - Y = *(mData++); - Z = *(mData++); + dest = cv::Mat_(mesh.rows, 2, 0.0); - double x; - double y; + int num_points = mesh.rows; - // if depth is 0 the projection is different - if (Z != 0) + double X, Y, Z; + + + cv::Mat_::const_iterator mData = mesh.begin(); + cv::Mat_::iterator projected = dest.begin(); + + for (int i = 0; i < num_points; i++) { - x = ((X * fx / Z) + cx); - y = ((Y * fy / Z) + cy); - } - else - { - x = X; - y = Y; - } + // Get the points + X = *(mData++); + Y = *(mData++); + Z = *(mData++); - // Project and store in dest matrix - (*projected++) = x; - (*projected++) = y; - } + double x; + double y; -} + // if depth is 0 the projection is different + if (Z != 0) + { + x = ((X * fx / Z) + cx); + y = ((Y * fy / Z) + cy); + } + else + { + x = X; + y = Y; + } -void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) -{ - auto edge_lines = CalculateBox(pose, fx, fy, cx, cy); - DrawBox(edge_lines, image, color, thickness); -} - -std::vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy) -{ - double boxVerts[] = { -1, 1, -1, - 1, 1, -1, - 1, 1, 1, - -1, 1, 1, - 1, -1, 1, - 1, -1, -1, - -1, -1, -1, - -1, -1, 1 }; - - std::vector> edges; - edges.push_back(std::pair(0, 1)); - edges.push_back(std::pair(1, 2)); - edges.push_back(std::pair(2, 3)); - edges.push_back(std::pair(0, 3)); - edges.push_back(std::pair(2, 4)); - edges.push_back(std::pair(1, 5)); - edges.push_back(std::pair(0, 6)); - edges.push_back(std::pair(3, 7)); - edges.push_back(std::pair(6, 5)); - edges.push_back(std::pair(5, 4)); - edges.push_back(std::pair(4, 7)); - edges.push_back(std::pair(7, 6)); - - // The size of the head is roughly 200mm x 200mm x 200mm - cv::Mat_ box = cv::Mat(8, 3, CV_64F, boxVerts).clone() * 100; - - cv::Matx33d rot = LandmarkDetector::Euler2RotationMatrix(cv::Vec3d(pose[3], pose[4], pose[5])); - cv::Mat_ rotBox; - - // Rotate the box - rotBox = cv::Mat(rot) * box.t(); - rotBox = rotBox.t(); - - // Move the bounding box to head position - rotBox.col(0) = rotBox.col(0) + pose[0]; - rotBox.col(1) = rotBox.col(1) + pose[1]; - rotBox.col(2) = rotBox.col(2) + pose[2]; - - // draw the lines - cv::Mat_ rotBoxProj; - Project(rotBoxProj, rotBox, fx, fy, cx, cy); - - std::vector> lines; - - for (size_t i = 0; i < edges.size(); ++i) - { - cv::Mat_ begin; - cv::Mat_ end; - - rotBoxProj.row(edges[i].first).copyTo(begin); - rotBoxProj.row(edges[i].second).copyTo(end); - - cv::Point2d p1(begin.at(0), begin.at(1)); - cv::Point2d p2(end.at(0), end.at(1)); - - lines.push_back(std::pair(p1, p2)); - - } - - return lines; -} - -void DrawBox(std::vector> lines, cv::Mat image, cv::Scalar color, int thickness) -{ - cv::Rect image_rect(0, 0, image.cols, image.rows); - - for (size_t i = 0; i < lines.size(); ++i) - { - cv::Point p1 = lines.at(i).first; - cv::Point p2 = lines.at(i).second; - // Only draw the line if one of the points is inside the image - if (p1.inside(image_rect) || p2.inside(image_rect)) - { - cv::line(image, p1, p2, color, thickness, CV_AA); + // Project and store in dest matrix + (*projected++) = x; + (*projected++) = y; } } -} + void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) + { + auto edge_lines = CalculateBox(pose, fx, fy, cx, cy); + DrawBox(edge_lines, image, color, thickness); + } + + std::vector> CalculateBox(cv::Vec6d pose, float fx, float fy, float cx, float cy) + { + double boxVerts[] = { -1, 1, -1, + 1, 1, -1, + 1, 1, 1, + -1, 1, 1, + 1, -1, 1, + 1, -1, -1, + -1, -1, -1, + -1, -1, 1 }; + + std::vector> edges; + edges.push_back(std::pair(0, 1)); + edges.push_back(std::pair(1, 2)); + edges.push_back(std::pair(2, 3)); + edges.push_back(std::pair(0, 3)); + edges.push_back(std::pair(2, 4)); + edges.push_back(std::pair(1, 5)); + edges.push_back(std::pair(0, 6)); + edges.push_back(std::pair(3, 7)); + edges.push_back(std::pair(6, 5)); + edges.push_back(std::pair(5, 4)); + edges.push_back(std::pair(4, 7)); + edges.push_back(std::pair(7, 6)); + + // The size of the head is roughly 200mm x 200mm x 200mm + cv::Mat_ box = cv::Mat(8, 3, CV_64F, boxVerts).clone() * 100; + + cv::Matx33d rot = Euler2RotationMatrix(cv::Vec3d(pose[3], pose[4], pose[5])); + cv::Mat_ rotBox; + + // Rotate the box + rotBox = cv::Mat(rot) * box.t(); + rotBox = rotBox.t(); + + // Move the bounding box to head position + rotBox.col(0) = rotBox.col(0) + pose[0]; + rotBox.col(1) = rotBox.col(1) + pose[1]; + rotBox.col(2) = rotBox.col(2) + pose[2]; + + // draw the lines + cv::Mat_ rotBoxProj; + Project(rotBoxProj, rotBox, fx, fy, cx, cy); + + std::vector> lines; + + for (size_t i = 0; i < edges.size(); ++i) + { + cv::Mat_ begin; + cv::Mat_ end; + + rotBoxProj.row(edges[i].first).copyTo(begin); + rotBoxProj.row(edges[i].second).copyTo(end); + + cv::Point2d p1(begin.at(0), begin.at(1)); + cv::Point2d p2(end.at(0), end.at(1)); + + lines.push_back(std::pair(p1, p2)); + + } + + return lines; + } + + void DrawBox(const std::vector>& lines, cv::Mat image, cv::Scalar color, int thickness) + { + cv::Rect image_rect(0, 0, image.cols, image.rows); + + for (size_t i = 0; i < lines.size(); ++i) + { + cv::Point2d p1 = lines.at(i).first; + cv::Point2d p2 = lines.at(i).second; + // Only draw the line if one of the points is inside the image + if (p1.inside(image_rect) || p2.inside(image_rect)) + { + cv::line(image, p1, p2, color, thickness, CV_AA); + } + + } + + } + + void Visualise_FHOG(const cv::Mat_& descriptor, int num_rows, int num_cols, cv::Mat& visualisation) + { + + // First convert to dlib format + dlib::array2d > hog(num_rows, num_cols); + + cv::MatConstIterator_ descriptor_it = descriptor.begin(); + for (int y = 0; y < num_cols; ++y) + { + for (int x = 0; x < num_rows; ++x) + { + for (unsigned int o = 0; o < 31; ++o) + { + hog[y][x](o) = *descriptor_it++; + } + } + } + + // Draw the FHOG to OpenCV format + auto fhog_vis = dlib::draw_fhog(hog); + visualisation = dlib::toMat(fhog_vis).clone(); + } + +} \ No newline at end of file diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp new file mode 100644 index 0000000..c8ea299 --- /dev/null +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -0,0 +1,140 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "Visualizer.h" +#include "VisualizationUtils.h" + +using namespace Utilities; + +Visualizer::Visualizer(std::vector arguments) +{ + // By default not visualizing anything + this->vis_track = false; + this->vis_hog = false; + this->vis_align = false; + + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-verbose") == 0) + { + vis_track = true; + vis_align = true; + vis_hog = true; + } + else if (arguments[i].compare("-vis-align") == 0) + { + vis_align = true; + } + else if (arguments[i].compare("-vis-hog") == 0) + { + vis_hog = true; + } + else if (arguments[i].compare("-vis-track") == 0) + { + vis_track = true; + } + } + +} + +Visualizer::Visualizer(bool vis_track, bool vis_hog, bool vis_align) +{ + this->vis_track = vis_track; + this->vis_hog = vis_hog; + this->vis_align = vis_align; +} + +void Visualizer::SetImage(const cv::Mat& canvas, float fx, float fy, float cx, float cy) +{ + captured_image = canvas.clone(); + this->fx = fx; + this->fy = fy; + this->cx = cx; + this->cy = cy; +} + + +void Visualizer::SetObservationFaceAlign(const cv::Mat& aligned_face) +{ + this->aligned_face_image = aligned_face; +} + +void Visualizer::SetObservationHOG(const cv::Mat_& hog_descriptor, int num_cols, int num_rows) +{ + Visualise_FHOG(hog_descriptor, num_rows, num_cols, this->hog_image); +} + + +void Visualizer::SetObservationLandmarks(const cv::Mat_& landmarks_2D, double confidence, bool success, const cv::Mat_& visibilities) +{ + DrawLandmarkDetResults(captured_image, landmarks_2D, visibilities); +} + +void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) +{ + + double visualisation_boundary = 0.4; + + // Only draw if the reliability is reasonable, the value is slightly ad-hoc + if (confidence > visualisation_boundary) + { + double vis_certainty = confidence; + if (vis_certainty > 1) + vis_certainty = 1; + + // Scale from 0 to 1, to allow to indicated by colour how confident we are in the tracking + vis_certainty = (vis_certainty - visualisation_boundary) / (1 - visualisation_boundary); + + // A rough heuristic for box around the face width + int thickness = (int)std::ceil(2.0* ((double)captured_image.cols) / 640.0); + + // Draw it in reddish if uncertain, blueish if certain + DrawBox(captured_image, pose, cv::Scalar(vis_certainty*255.0, 0, (1 - vis_certainty) * 255), thickness, fx, fy, cx, cy); + } +} + + +void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, + const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks) +{ + // TODO actual drawing + + if (det_parameters.track_gaze && detection_success && face_model.eye_model) + { + GazeAnalysis::DrawGaze(captured_image, face_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); + } +} + + + + From e1c260eee69ffeeb20c220b8d1e22d25205c8835 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sat, 11 Nov 2017 21:13:29 +0000 Subject: [PATCH 049/141] Continuing towards visualizer integration and 3D eye landmark inclusion in output. Cleanup of rotation conversion in unilities --- exe/FeatureExtraction/FeatureExtraction.cpp | 33 +---- lib/local/GazeAnalyser/GazeAnalyser.vcxproj | 8 +- lib/local/GazeAnalyser/src/GazeEstimation.cpp | 3 +- .../src/LandmarkDetectorUtils.cpp | 30 +++- lib/local/Utilities/include/RecorderCSV.h | 2 +- .../Utilities/include/RecorderOpenFace.h | 5 +- lib/local/Utilities/include/Visualizer.h | 6 +- lib/local/Utilities/src/RecorderCSV.cpp | 35 ++++- lib/local/Utilities/src/RecorderOpenFace.cpp | 5 +- lib/local/Utilities/src/Visualizer.cpp | 129 ++++++++++++++++-- 10 files changed, 195 insertions(+), 61 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 04340dc..2d832bd 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -106,37 +106,6 @@ int frame_count = 0; void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, double fx, double fy, double cx, double cy) { - // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised - double detection_certainty = face_model.detection_certainty; - bool detection_success = face_model.detection_success; - - double visualisation_boundary = 0.4; - - // Only draw if the reliability is reasonable, the value is slightly ad-hoc - if (detection_certainty > visualisation_boundary) - { - LandmarkDetector::Draw(captured_image, face_model); - - double vis_certainty = detection_certainty; - if (vis_certainty > 1) - vis_certainty = 1; - - // Scale from 0 to 1, to allow to indicated by colour how confident we are in the tracking - vis_certainty = (vis_certainty - visualisation_boundary) / (1 - visualisation_boundary); - - // A rough heuristic for box around the face width - int thickness = (int)std::ceil(2.0* ((double)captured_image.cols) / 640.0); - - cv::Vec6d pose_estimate_to_draw = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); - - // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(captured_image, pose_estimate_to_draw, cv::Scalar(vis_certainty*255.0, 0, (1-vis_certainty) * 255), thickness, fx, fy, cx, cy); - - if (det_parameters.track_gaze && detection_success && face_model.eye_model) - { - GazeAnalysis::DrawGaze(captured_image, face_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); - } - } // Work out the framerate TODO if (frame_count % 10 == 0) @@ -221,7 +190,7 @@ int main (int argc, char **argv) cv::Mat_ hog_descriptor; int num_hog_rows = 0, num_hog_cols = 0; // Perform AU detection and HOG feature extraction, as this can be expensive only compute it if needed by output or visualization - if (recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualize_align || visualize_hog) + if (recording_params.outputAlignedFaces() || recording_params.outputHOG() || recording_params.outputAUs() || visualizer.vis_align || visualizer.vis_hog) { face_analyser.AddNextFrame(captured_image, face_model.detected_landmarks, face_model.detection_success, sequence_reader.time_stamp, false); face_analyser.GetLatestAlignedFace(sim_warped_img); diff --git a/lib/local/GazeAnalyser/GazeAnalyser.vcxproj b/lib/local/GazeAnalyser/GazeAnalyser.vcxproj index 884d739..059d064 100644 --- a/lib/local/GazeAnalyser/GazeAnalyser.vcxproj +++ b/lib/local/GazeAnalyser/GazeAnalyser.vcxproj @@ -91,7 +91,7 @@ Level3 Disabled true - ./include;../LandmarkDetector/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 @@ -100,7 +100,7 @@ Level3 Disabled true - ./include;../LandmarkDetector/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) WIN64;_DEBUG;_LIB;EIGEN_MPL2_ONLY;%(PreprocessorDefinitions) AdvancedVectorExtensions @@ -113,7 +113,7 @@ true - ./include;../LandmarkDetector/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) true WIN32;NDEBUG;_LIB;%(PreprocessorDefinitions) StreamingSIMDExtensions2 @@ -131,7 +131,7 @@ true - ./include;../LandmarkDetector/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) true WIN64;NDEBUG;_LIB;%(PreprocessorDefinitions) AdvancedVectorExtensions diff --git a/lib/local/GazeAnalyser/src/GazeEstimation.cpp b/lib/local/GazeAnalyser/src/GazeEstimation.cpp index d9456b8..85346fd 100644 --- a/lib/local/GazeAnalyser/src/GazeEstimation.cpp +++ b/lib/local/GazeAnalyser/src/GazeEstimation.cpp @@ -42,6 +42,7 @@ #include "LandmarkDetectorUtils.h" #include "LandmarkDetectorFunc.h" +#include "Utilities.h" using namespace std; @@ -93,7 +94,7 @@ void GazeAnalysis::EstimateGaze(const LandmarkDetector::CLNF& clnf_model, cv::Po { cv::Vec6d headPose = LandmarkDetector::GetPose(clnf_model, fx, fy, cx, cy); cv::Vec3d eulerAngles(headPose(3), headPose(4), headPose(5)); - cv::Matx33d rotMat = LandmarkDetector::Euler2RotationMatrix(eulerAngles); + cv::Matx33d rotMat = Utilities::Euler2RotationMatrix(eulerAngles); int part = -1; for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 4bddb8e..458a6ec 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -51,10 +51,6 @@ using namespace std; namespace LandmarkDetector { -// For subpixel accuracy drawing -const int draw_shiftbits = 4; -const int draw_multiplier = 1 << 4; - // Useful utility for creating directories for storing the output files void create_directory_from_file(string output_path) @@ -802,6 +798,32 @@ vector CalculateVisibleEyeLandmarks(const CLNF& clnf_model) return to_return; } +// Computing the 3D eye landmarks +vector Calculate3DEyeLandmarks(const CLNF& clnf_model, double fx, double fy, double cx, double cy) +{ + + vector to_return; + // If the model has hierarchical updates draw those too + for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) + { + + if (clnf_model.hierarchical_model_names[i].compare("left_eye_28") == 0 || + clnf_model.hierarchical_model_names[i].compare("right_eye_28") == 0) + { + + auto lmks = clnf_model.hierarchical_models[i].GetShape(fx, fy, cx, cy); + + int num_landmarks = lmks.rows / 3; + + for (int lmk = 0; lmk < num_landmarks; ++lmk) + { + cv::Point3d curr_lmk(lmks.at(lmk), lmks.at(lmk + num_landmarks), lmks.at(lmk + 2 * num_landmarks)); + to_return.push_back(curr_lmk); + } + } + } + return to_return; +} // Computing eye landmarks (to be drawn later or in different interfaces) vector CalculateAllEyeLandmarks(const CLNF& clnf_model) { diff --git a/lib/local/Utilities/include/RecorderCSV.h b/lib/local/Utilities/include/RecorderCSV.h index 1f5754a..743c402 100644 --- a/lib/local/Utilities/include/RecorderCSV.h +++ b/lib/local/Utilities/include/RecorderCSV.h @@ -65,7 +65,7 @@ namespace Utilities void WriteLine(int observation_count, double time_stamp, bool landmark_detection_success, double landmark_confidence, const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, const cv::Mat_& pdm_model_params, const cv::Vec6d& rigid_shape_params, cv::Vec6d& pose_estimate, - const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, + const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d, const std::vector >& au_intensities, const std::vector >& au_occurences); // TODO have set functions? diff --git a/lib/local/Utilities/include/RecorderOpenFace.h b/lib/local/Utilities/include/RecorderOpenFace.h index 3c56de2..70f75ec 100644 --- a/lib/local/Utilities/include/RecorderOpenFace.h +++ b/lib/local/Utilities/include/RecorderOpenFace.h @@ -84,7 +84,7 @@ namespace Utilities // Gaze related observations void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, - const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks); + const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2D, const std::vector& eye_landmarks3D); // Face alignment related observations void SetObservationFaceAlign(const cv::Mat& aligned_face); @@ -135,7 +135,8 @@ namespace Utilities cv::Point3f gaze_direction0; cv::Point3f gaze_direction1; cv::Vec2d gaze_angle; - std::vector eye_landmarks; + std::vector eye_landmarks2D; + std::vector eye_landmarks3D; int observation_count; diff --git a/lib/local/Utilities/include/Visualizer.h b/lib/local/Utilities/include/Visualizer.h index cb5f80e..5463da2 100644 --- a/lib/local/Utilities/include/Visualizer.h +++ b/lib/local/Utilities/include/Visualizer.h @@ -72,7 +72,7 @@ namespace Utilities void SetObservationPose(const cv::Vec6d& pose, double confidence); // Gaze related observations - void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks); + void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, const std::vector& eye_landmarks3d); // Face alignment related observations void SetObservationFaceAlign(const cv::Mat& aligned_face); @@ -83,14 +83,14 @@ namespace Utilities void ShowObservation(); cv::Mat GetVisImage(); - - private: // Keeping track of what we're visualizing bool vis_track; bool vis_hog; bool vis_align; + private: + // Temporary variables for visualization cv::Mat captured_image; // out canvas cv::Mat tracked_image; diff --git a/lib/local/Utilities/src/RecorderCSV.cpp b/lib/local/Utilities/src/RecorderCSV.cpp index fb7e454..78b7510 100644 --- a/lib/local/Utilities/src/RecorderCSV.cpp +++ b/lib/local/Utilities/src/RecorderCSV.cpp @@ -91,6 +91,19 @@ bool RecorderCSV::Open(std::string output_file_name, bool is_sequence, bool outp { output_file << ", eye_lmk_y_" << i; } + + for (int i = 0; i < num_eye_landmarks; ++i) + { + output_file << ", eye_lmk_X_" << i; + } + for (int i = 0; i < num_eye_landmarks; ++i) + { + output_file << ", eye_lmk_Y_" << i; + } + for (int i = 0; i < num_eye_landmarks; ++i) + { + output_file << ", eye_lmk_Z_" << i; + } } if (output_pose) @@ -160,7 +173,7 @@ bool RecorderCSV::Open(std::string output_file_name, bool is_sequence, bool outp // TODO check if the stream is open void RecorderCSV::WriteLine(int observation_count, double time_stamp, bool landmark_detection_success, double landmark_confidence, const cv::Mat_& landmarks_2D, const cv::Mat_& landmarks_3D, const cv::Mat_& pdm_model_params, const cv::Vec6d& rigid_shape_params, cv::Vec6d& pose_estimate, - const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, + const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d, const std::vector >& au_intensities, const std::vector >& au_occurences) { @@ -188,15 +201,31 @@ void RecorderCSV::WriteLine(int observation_count, double time_stamp, bool landm output_file << ", " << gaze_angle[0] << ", " << gaze_angle[1]; // Output the 2D eye landmarks - for (auto eye_lmk : eye_landmarks) + for (auto eye_lmk : eye_landmarks2d) { output_file << ", " << eye_lmk.x; } - for (auto eye_lmk : eye_landmarks) + for (auto eye_lmk : eye_landmarks2d) { output_file << ", " << eye_lmk.y; } + + // Output the 3D eye landmarks + for (auto eye_lmk : eye_landmarks3d) + { + output_file << ", " << eye_lmk.x; + } + + for (auto eye_lmk : eye_landmarks3d) + { + output_file << ", " << eye_lmk.y; + } + + for (auto eye_lmk : eye_landmarks3d) + { + output_file << ", " << eye_lmk.z; + } } // Output the estimated head pose diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index aab0662..0deac67 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -259,12 +259,13 @@ void RecorderOpenFace::SetObservationActionUnits(const std::vector& eye_landmarks) + const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2D, const std::vector& eye_landmarks3D) { this->gaze_direction0 = gaze_direction0; this->gaze_direction1 = gaze_direction1; this->gaze_angle = gaze_angle; - this->eye_landmarks = eye_landmarks; + this->eye_landmarks2D = eye_landmarks2D; + this->eye_landmarks3D = eye_landmarks3D; } RecorderOpenFace::~RecorderOpenFace() diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index c8ea299..132a3ee 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -34,8 +34,15 @@ #include "Visualizer.h" #include "VisualizationUtils.h" +// For drawing on images +#include + using namespace Utilities; +// For subpixel accuracy drawing +const int draw_shiftbits = 4; +const int draw_multiplier = 1 << 4; + Visualizer::Visualizer(std::vector arguments) { // By default not visualizing anything @@ -97,7 +104,26 @@ void Visualizer::SetObservationHOG(const cv::Mat_& hog_descriptor, int n void Visualizer::SetObservationLandmarks(const cv::Mat_& landmarks_2D, double confidence, bool success, const cv::Mat_& visibilities) { - DrawLandmarkDetResults(captured_image, landmarks_2D, visibilities); + + // Draw 2D landmarks on the image + int n = landmarks_2D.rows / 2; + + // Drawing feature points + for (int i = 0; i < n; ++i) + { + if (visibilities.empty() || visibilities.at(i)) + { + cv::Point featurePoint(cvRound(landmarks_2D.at(i) * (double)draw_multiplier), cvRound(landmarks_2D.at(i + n) * (double)draw_multiplier)); + + // A rough heuristic for drawn point size + int thickness = (int)std::ceil(3.0* ((double)captured_image.cols) / 640.0); + int thickness_2 = (int)std::ceil(1.0* ((double)captured_image.cols) / 640.0); + + cv::circle(captured_image, featurePoint, 1 * draw_multiplier, cv::Scalar(0, 0, 255), thickness, CV_AA, draw_shiftbits); + cv::circle(captured_image, featurePoint, 1 * draw_multiplier, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); + + } + } } void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) @@ -123,18 +149,103 @@ void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) } } - -void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, - const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks) +// TODO add 3D eye landmark locations +void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d) { - // TODO actual drawing + // TODO actual drawing, first of eye landmarks then of gaze - if (det_parameters.track_gaze && detection_success && face_model.eye_model) + if (eye_landmarks.size() > 0) { - GazeAnalysis::DrawGaze(captured_image, face_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); + // FIrst draw the eye region landmarks + for (size_t i = 0; i < eye_landmarks.size(); ++i) + { + cv::Point featurePoint(cvRound(eye_landmarks[i].x * (double)draw_multiplier), eye_landmarks[i].y * (double)draw_multiplier)); + + // A rough heuristic for drawn point size + int thickness = 1.0; + int thickness_2 = 1.0; + + int next_point = i + 1; + if (i == 7) + next_point = 0; + if (i == 19) + next_point = 8; + if (i == 27) + next_point = 20; + + cv::Point nextFeaturePoint(cvRound(eye_landmarks[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks[next_point].y * (double)draw_multiplier)); + if (i < 8 || i > 19) + cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); + else + cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(0, 0, 255), thickness_2, CV_AA, draw_shiftbits); + + } + + // Now draw the gaze lines themselves + cv::Mat cameraMat = (cv::Mat_(3, 3) << fx, 0, cx, 0, fy, cy, 0, 0, 0); + + int part_left = -1; + int part_right = -1; + for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) + { + if (clnf_model.hierarchical_model_names[i].compare("left_eye_28") == 0) + { + part_left = i; + } + if (clnf_model.hierarchical_model_names[i].compare("right_eye_28") == 0) + { + part_right = i; + } + } + + cv::Mat eyeLdmks3d_left = clnf_model.hierarchical_models[part_left].GetShape(fx, fy, cx, cy); + cv::Point3f pupil_left = GetPupilPosition(eyeLdmks3d_left); + + cv::Mat_ irisLdmks3d_left = eyeLdmks3d_left.rowRange(0, 8); + cv::Point3f pupil_left(cv::mean(irisLdmks3d_left.col(0))[0], cv::mean(irisLdmks3d_left.col(1))[0], cv::mean(irisLdmks3d_left.col(2))[0]); + + cv::Mat eyeLdmks3d_right = clnf_model.hierarchical_models[part_right].GetShape(fx, fy, cx, cy); + cv::Point3f pupil_right = GetPupilPosition(eyeLdmks3d_right); + + std::vector points_left; + points_left.push_back(cv::Point3d(pupil_left)); + points_left.push_back(cv::Point3d(pupil_left + gaze_direction0*50.0)); + + std::vector points_right; + points_right.push_back(cv::Point3d(pupil_right)); + points_right.push_back(cv::Point3d(pupil_right + gaze_direction1*50.0)); + + cv::Mat_ proj_points; + cv::Mat_ mesh_0 = (cv::Mat_(2, 3) << points_left[0].x, points_left[0].y, points_left[0].z, points_left[1].x, points_left[1].y, points_left[1].z); + Project(proj_points, mesh_0, fx, fy, cx, cy); + cv::line(captured_image, cv::Point(cvRound(proj_points.at(0, 0) * (double)draw_multiplier), cvRound(proj_points.at(0, 1) * (double)draw_multiplier)), + cv::Point(cvRound(proj_points.at(1, 0) * (double)draw_multiplier), cvRound(proj_points.at(1, 1) * (double)draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, draw_shiftbits); + + cv::Mat_ mesh_1 = (cv::Mat_(2, 3) << points_right[0].x, points_right[0].y, points_right[0].z, points_right[1].x, points_right[1].y, points_right[1].z); + Project(proj_points, mesh_1, fx, fy, cx, cy); + cv::line(captured_image, cv::Point(cvRound(proj_points.at(0, 0) * (double)draw_multiplier), cvRound(proj_points.at(0, 1) * (double)draw_multiplier)), + cv::Point(cvRound(proj_points.at(1, 0) * (double)draw_multiplier), cvRound(proj_points.at(1, 1) * (double)draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, draw_shiftbits); + + } + +} + +void Visualizer::ShowObservation() +{ + if (vis_track) + { + cv::namedWindow("tracking_result", 1); + cv::imshow("tracking_result", captured_image); + cv::waitKey(1); + } + if (vis_align) + { + cv::imshow("sim_warp", aligned_face_image); + } + if (vis_hog) + { + cv::imshow("hog", hog_image); } } - - From 5ce0a8d4bfa0524d61c2d4d80e67649ee1e7b2bf Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 12 Nov 2017 10:55:47 +0000 Subject: [PATCH 050/141] More visualization cleanup and removal of redundant code. --- exe/FeatureExtraction/FeatureExtraction.cpp | 26 +--- lib/local/GazeAnalyser/GazeAnalyser.vcxproj | 8 +- lib/local/GazeAnalyser/src/GazeEstimation.cpp | 6 +- .../include/LandmarkDetectorUtils.h | 8 +- .../src/LandmarkDetectorUtils.cpp | 146 ------------------ lib/local/Utilities/include/RotationHelpers.h | 42 +++++ .../Utilities/include/VisualizationUtils.h | 2 - lib/local/Utilities/include/Visualizer.h | 2 +- lib/local/Utilities/src/RecorderOpenFace.cpp | 4 +- .../Utilities/src/VisualizationUtils.cpp | 40 ----- lib/local/Utilities/src/Visualizer.cpp | 57 +++---- 11 files changed, 80 insertions(+), 261 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 2d832bd..96bb3b1 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -206,37 +206,17 @@ int main (int argc, char **argv) // Displaying the tracking visualizations visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); visualizer.SetObservationFaceAlign(sim_warped_img); - visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); + visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); visualizer.SetObservationHOG(hog_descriptor, num_hog_rows, num_hog_cols); visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); - visualizer.SetObservationPose(pose_estimate); + visualizer.SetObservationPose(pose_estimate, face_model.detection_certainty); visualizer.ShowObservation(); - if(!det_parameters.quiet_mode) - { - if (recording_params.outputTrackedVideo() || visualize_track) - { - cv::namedWindow("tracking_result", 1); - cv::imshow("tracking_result", captured_image); - cv::waitKey(1); - } - if (visualize_align) - { - cv::imshow("sim_warp", sim_warped_img); - } - if (visualize_hog) - { - cv::Mat_ hog_descriptor_vis; - FaceAnalysis::Visualise_FHOG(hog_descriptor, num_hog_rows, num_hog_cols, hog_descriptor_vis); - cv::imshow("hog", hog_descriptor_vis); - } - } - // Setting up the recorder output open_face_rec.SetObservationHOG(detection_success, hog_descriptor, num_hog_rows, num_hog_cols, 31); // The number of channels in HOG is fixed at the moment, as using FHOG open_face_rec.SetObservationVisualization(visualizer.GetVisImage()); open_face_rec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); - open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model)); + open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); open_face_rec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); open_face_rec.SetObservationPose(pose_estimate); diff --git a/lib/local/GazeAnalyser/GazeAnalyser.vcxproj b/lib/local/GazeAnalyser/GazeAnalyser.vcxproj index 059d064..4e1a3ce 100644 --- a/lib/local/GazeAnalyser/GazeAnalyser.vcxproj +++ b/lib/local/GazeAnalyser/GazeAnalyser.vcxproj @@ -91,7 +91,7 @@ Level3 Disabled true - ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 @@ -100,7 +100,7 @@ Level3 Disabled true - ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) WIN64;_DEBUG;_LIB;EIGEN_MPL2_ONLY;%(PreprocessorDefinitions) AdvancedVectorExtensions @@ -113,7 +113,7 @@ true - ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) true WIN32;NDEBUG;_LIB;%(PreprocessorDefinitions) StreamingSIMDExtensions2 @@ -131,7 +131,7 @@ true - ./include;../LandmarkDetector/include;../Utilities/include;%(AdditionalIncludeDirectories) + ./include;../LandmarkDetector/include;$(SolutionDir)lib\local\Utilities\include;%(AdditionalIncludeDirectories) true WIN64;NDEBUG;_LIB;%(PreprocessorDefinitions) AdvancedVectorExtensions diff --git a/lib/local/GazeAnalyser/src/GazeEstimation.cpp b/lib/local/GazeAnalyser/src/GazeEstimation.cpp index 85346fd..04a3753 100644 --- a/lib/local/GazeAnalyser/src/GazeEstimation.cpp +++ b/lib/local/GazeAnalyser/src/GazeEstimation.cpp @@ -42,7 +42,7 @@ #include "LandmarkDetectorUtils.h" #include "LandmarkDetectorFunc.h" -#include "Utilities.h" +#include "RotationHelpers.h" using namespace std; @@ -185,12 +185,12 @@ void GazeAnalysis::DrawGaze(cv::Mat img, const LandmarkDetector::CLNF& clnf_mode cv::Mat_ proj_points; cv::Mat_ mesh_0 = (cv::Mat_(2, 3) << points_left[0].x, points_left[0].y, points_left[0].z, points_left[1].x, points_left[1].y, points_left[1].z); - LandmarkDetector::Project(proj_points, mesh_0, fx, fy, cx, cy); + Utilities::Project(proj_points, mesh_0, fx, fy, cx, cy); cv::line(img, cv::Point(cvRound(proj_points.at(0,0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(0, 1) * (double)gaze_draw_multiplier)), cv::Point(cvRound(proj_points.at(1, 0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(1, 1) * (double)gaze_draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, gaze_draw_shiftbits); cv::Mat_ mesh_1 = (cv::Mat_(2, 3) << points_right[0].x, points_right[0].y, points_right[0].z, points_right[1].x, points_right[1].y, points_right[1].z); - LandmarkDetector::Project(proj_points, mesh_1, fx, fy, cx, cy); + Utilities::Project(proj_points, mesh_1, fx, fy, cx, cy); cv::line(img, cv::Point(cvRound(proj_points.at(0, 0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(0, 1) * (double)gaze_draw_multiplier)), cv::Point(cvRound(proj_points.at(1, 0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(1, 1) * (double)gaze_draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, gaze_draw_shiftbits); } \ No newline at end of file diff --git a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h index 1157259..a28bdcd 100644 --- a/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h +++ b/lib/local/LandmarkDetector/include/LandmarkDetectorUtils.h @@ -54,8 +54,6 @@ namespace LandmarkDetector //============================================================================================= void get_video_input_output_params(vector &input_video_file, vector &output_files, string &output_codec, vector &arguments); - void get_camera_params(int &device, float &fx, float &fy, float &cx, float &cy, vector &arguments); - void get_image_input_output_params(vector &input_image_files, vector &output_feature_files, vector &output_pose_files, vector &output_image_files, vector> &input_bounding_boxes, vector &arguments); @@ -88,11 +86,7 @@ namespace LandmarkDetector vector CalculateAllLandmarks(const cv::Mat_& shape2D); vector CalculateAllLandmarks(const CLNF& clnf_model); vector CalculateAllEyeLandmarks(const CLNF& clnf_model); - void DrawLandmarks(cv::Mat img, vector landmarks); - - void Draw(cv::Mat img, const cv::Mat_& shape2D, const cv::Mat_& visibilities); - void Draw(cv::Mat img, const cv::Mat_& shape2D); - void Draw(cv::Mat img, const CLNF& clnf_model); + vector Calculate3DEyeLandmarks(const CLNF& clnf_model, double fx, double fy, double cx, double cy); //============================================================================ // Face detection helpers diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 458a6ec..54a2558 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -847,152 +847,6 @@ vector CalculateAllEyeLandmarks(const CLNF& clnf_model) return to_return; } - -// Drawing landmarks on a face image -void Draw(cv::Mat img, const cv::Mat_& shape2D, const cv::Mat_& visibilities) -{ - int n = shape2D.rows/2; - - - // Drawing feature points - if(n >= 66) - { - for( int i = 0; i < n; ++i) - { - if(visibilities.at(i)) - { - cv::Point featurePoint(cvRound(shape2D.at(i) * (double)draw_multiplier), cvRound(shape2D.at(i + n) * (double)draw_multiplier)); - - // A rough heuristic for drawn point size - int thickness = (int)std::ceil(3.0* ((double)img.cols) / 640.0); - int thickness_2 = (int)std::ceil(1.0* ((double)img.cols) / 640.0); - - cv::circle(img, featurePoint, 1 * draw_multiplier, cv::Scalar(0, 0, 255), thickness, CV_AA, draw_shiftbits); - cv::circle(img, featurePoint, 1 * draw_multiplier, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); - - } - } - } - else if(n == 28) // drawing eyes - { - for( int i = 0; i < n; ++i) - { - cv::Point featurePoint(cvRound(shape2D.at(i) * (double)draw_multiplier), cvRound(shape2D.at(i + n) * (double)draw_multiplier)); - - // A rough heuristic for drawn point size - int thickness = 1.0; - int thickness_2 = 1.0; - - int next_point = i + 1; - if(i == 7) - next_point = 0; - if(i == 19) - next_point = 8; - if(i == 27) - next_point = 20; - - cv::Point nextFeaturePoint(cvRound(shape2D.at(next_point) * (double)draw_multiplier), cvRound(shape2D.at(next_point + n) * (double)draw_multiplier)); - if( i < 8 || i > 19) - cv::line(img, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); - else - cv::line(img, featurePoint, nextFeaturePoint, cv::Scalar(0, 0, 255), thickness_2, CV_AA, draw_shiftbits); - - - } - } - else if(n == 6) - { - for( int i = 0; i < n; ++i) - { - cv::Point featurePoint(cvRound(shape2D.at(i) * (double)draw_multiplier), cvRound(shape2D.at(i + n) * (double)draw_multiplier)); - - // A rough heuristic for drawn point size - int thickness = 1.0; - int thickness_2 = 1.0; - - int next_point = i + 1; - if(i == 5) - next_point = 0; - - cv::Point nextFeaturePoint(cvRound(shape2D.at(next_point) * (double)draw_multiplier), cvRound(shape2D.at(next_point + n) * (double)draw_multiplier)); - cv::line(img, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); - } - } -} - -// Drawing landmarks on a face image -void Draw(cv::Mat img, const cv::Mat_& shape2D) -{ - - int n; - - if(shape2D.cols == 2) - { - n = shape2D.rows; - } - else if(shape2D.cols == 1) - { - n = shape2D.rows/2; - } - - for( int i = 0; i < n; ++i) - { - cv::Point featurePoint; - if(shape2D.cols == 1) - { - featurePoint = cv::Point(cvRound(shape2D.at(i) * (double)draw_multiplier), cvRound(shape2D.at(i + n) * (double)draw_multiplier)); - } - else - { - featurePoint = cv::Point(cvRound(shape2D.at(i, 0) * (double)draw_multiplier), cvRound(shape2D.at(i, 1) * (double)draw_multiplier)); - } - // A rough heuristic for drawn point size - int thickness = (int)std::ceil(5.0* ((double)img.cols) / 640.0); - int thickness_2 = (int)std::ceil(1.5* ((double)img.cols) / 640.0); - - cv::circle(img, featurePoint, 1 * draw_multiplier, cv::Scalar(0, 0, 255), thickness, CV_AA, draw_shiftbits); - cv::circle(img, featurePoint, 1 * draw_multiplier, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); - - } - -} - -// Drawing detected landmarks on a face image -void Draw(cv::Mat img, const CLNF& clnf_model) -{ - - int idx = clnf_model.patch_experts.GetViewIdx(clnf_model.params_global, 0); - - // Because we only draw visible points, need to find which points patch experts consider visible at a certain orientation - Draw(img, clnf_model.detected_landmarks, clnf_model.patch_experts.visibilities[0][idx]); - - // If the model has hierarchical updates draw those too - for(size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) - { - if(clnf_model.hierarchical_models[i].pdm.NumberOfPoints() != clnf_model.hierarchical_mapping[i].size()) - { - Draw(img, clnf_model.hierarchical_models[i]); - } - } -} - -void DrawLandmarks(cv::Mat img, vector landmarks) -{ - for(cv::Point p : landmarks) - { - - // A rough heuristic for drawn point size - int thickness = (int)std::ceil(5.0* ((double)img.cols) / 640.0); - int thickness_2 = (int)std::ceil(1.5* ((double)img.cols) / 640.0); - - cv::circle(img, p, 1, cv::Scalar(0,0,255), thickness, CV_AA); - cv::circle(img, p, 1, cv::Scalar(255,0,0), thickness_2, CV_AA); - } - -} - - - //=========================================================================== //============================================================================ diff --git a/lib/local/Utilities/include/RotationHelpers.h b/lib/local/Utilities/include/RotationHelpers.h index c416185..242a0a1 100644 --- a/lib/local/Utilities/include/RotationHelpers.h +++ b/lib/local/Utilities/include/RotationHelpers.h @@ -114,5 +114,47 @@ namespace Utilities cv::Rodrigues(rotation_matrix, axis_angle); return axis_angle; } + + // Generally useful 3D functions + static void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy) + { + dest = cv::Mat_(mesh.rows, 2, 0.0); + + int num_points = mesh.rows; + + double X, Y, Z; + + cv::Mat_::const_iterator mData = mesh.begin(); + cv::Mat_::iterator projected = dest.begin(); + + for (int i = 0; i < num_points; i++) + { + // Get the points + X = *(mData++); + Y = *(mData++); + Z = *(mData++); + + double x; + double y; + + // if depth is 0 the projection is different + if (Z != 0) + { + x = ((X * fx / Z) + cx); + y = ((Y * fy / Z) + cy); + } + else + { + x = X; + y = Y; + } + + // Project and store in dest matrix + (*projected++) = x; + (*projected++) = y; + } + + } + } #endif \ No newline at end of file diff --git a/lib/local/Utilities/include/VisualizationUtils.h b/lib/local/Utilities/include/VisualizationUtils.h index 4d0689b..8c4d452 100644 --- a/lib/local/Utilities/include/VisualizationUtils.h +++ b/lib/local/Utilities/include/VisualizationUtils.h @@ -43,8 +43,6 @@ namespace Utilities // TODO draw AU results - // Helper utilities - void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy); // Drawing a bounding box around the face in an image void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy); diff --git a/lib/local/Utilities/include/Visualizer.h b/lib/local/Utilities/include/Visualizer.h index 5463da2..3a5d695 100644 --- a/lib/local/Utilities/include/Visualizer.h +++ b/lib/local/Utilities/include/Visualizer.h @@ -56,7 +56,7 @@ namespace Utilities Visualizer(std::vector arguments); Visualizer(bool vis_track, bool vis_hog, bool vis_align); - ~Visualizer(); + //~Visualizer(); // TODO copy, assignment and move operators? Do not allow diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 0deac67..1675164 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -157,7 +157,7 @@ void RecorderOpenFace::WriteObservation() { // As we are writing out the header, work out some things like number of landmarks, names of AUs etc. int num_face_landmarks = landmarks_2D.rows / 2; - int num_eye_landmarks = (int)eye_landmarks.size(); + int num_eye_landmarks = (int)eye_landmarks2D.size(); int num_model_modes = pdm_params_local.rows; std::vector au_names_class; @@ -182,7 +182,7 @@ void RecorderOpenFace::WriteObservation() this->csv_recorder.WriteLine(observation_count, timestamp, landmark_detection_success, landmark_detection_confidence, landmarks_2D, landmarks_3D, pdm_params_local, pdm_params_global, head_pose, - gaze_direction0, gaze_direction1, gaze_angle, eye_landmarks, au_intensities, au_occurences); + gaze_direction0, gaze_direction1, gaze_angle, eye_landmarks2D, eye_landmarks3D, au_intensities, au_occurences); if(params.outputHOG()) { diff --git a/lib/local/Utilities/src/VisualizationUtils.cpp b/lib/local/Utilities/src/VisualizationUtils.cpp index 1e56d47..090ab87 100644 --- a/lib/local/Utilities/src/VisualizationUtils.cpp +++ b/lib/local/Utilities/src/VisualizationUtils.cpp @@ -43,46 +43,6 @@ namespace Utilities { - void Project(cv::Mat_& dest, const cv::Mat_& mesh, double fx, double fy, double cx, double cy) - { - dest = cv::Mat_(mesh.rows, 2, 0.0); - - int num_points = mesh.rows; - - double X, Y, Z; - - - cv::Mat_::const_iterator mData = mesh.begin(); - cv::Mat_::iterator projected = dest.begin(); - - for (int i = 0; i < num_points; i++) - { - // Get the points - X = *(mData++); - Y = *(mData++); - Z = *(mData++); - - double x; - double y; - - // if depth is 0 the projection is different - if (Z != 0) - { - x = ((X * fx / Z) + cx); - y = ((Y * fy / Z) + cy); - } - else - { - x = X; - y = Y; - } - - // Project and store in dest matrix - (*projected++) = x; - (*projected++) = y; - } - - } void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) { diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index 132a3ee..c5b0ded 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -33,6 +33,7 @@ #include "Visualizer.h" #include "VisualizationUtils.h" +#include "RotationHelpers.h" // For drawing on images #include @@ -149,23 +150,22 @@ void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) } } -// TODO add 3D eye landmark locations +// Eye gaze infomration drawing, first of eye landmarks then of gaze void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d) { - // TODO actual drawing, first of eye landmarks then of gaze - if (eye_landmarks.size() > 0) + if (eye_landmarks2d.size() > 0) { - // FIrst draw the eye region landmarks - for (size_t i = 0; i < eye_landmarks.size(); ++i) + // First draw the eye region landmarks + for (size_t i = 0; i < eye_landmarks2d.size(); ++i) { - cv::Point featurePoint(cvRound(eye_landmarks[i].x * (double)draw_multiplier), eye_landmarks[i].y * (double)draw_multiplier)); + cv::Point featurePoint(cvRound(eye_landmarks2d[i].x * (double)draw_multiplier), cvRound(eye_landmarks2d[i].y * (double)draw_multiplier)); // A rough heuristic for drawn point size - int thickness = 1.0; - int thickness_2 = 1.0; + int thickness = 1; + int thickness_2 = 1; - int next_point = i + 1; + size_t next_point = i + 1; if (i == 7) next_point = 0; if (i == 19) @@ -173,7 +173,7 @@ void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv if (i == 27) next_point = 20; - cv::Point nextFeaturePoint(cvRound(eye_landmarks[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks[next_point].y * (double)draw_multiplier)); + cv::Point nextFeaturePoint(cvRound(eye_landmarks2d[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks2d[next_point].y * (double)draw_multiplier)); if (i < 8 || i > 19) cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); else @@ -184,36 +184,24 @@ void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv // Now draw the gaze lines themselves cv::Mat cameraMat = (cv::Mat_(3, 3) << fx, 0, cx, 0, fy, cy, 0, 0, 0); - int part_left = -1; - int part_right = -1; - for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) + // Grabbing the pupil location, to draw eye gaze need to know where the pupil is + cv::Point3d pupil_left(0, 0, 0); + cv::Point3d pupil_right(0, 0, 0); + for (size_t i = 0; i < 8; ++i) { - if (clnf_model.hierarchical_model_names[i].compare("left_eye_28") == 0) - { - part_left = i; - } - if (clnf_model.hierarchical_model_names[i].compare("right_eye_28") == 0) - { - part_right = i; - } + pupil_left = pupil_left + eye_landmarks3d[i]; + pupil_right = pupil_right + eye_landmarks3d[i + eye_landmarks3d.size()]; } - - cv::Mat eyeLdmks3d_left = clnf_model.hierarchical_models[part_left].GetShape(fx, fy, cx, cy); - cv::Point3f pupil_left = GetPupilPosition(eyeLdmks3d_left); - - cv::Mat_ irisLdmks3d_left = eyeLdmks3d_left.rowRange(0, 8); - cv::Point3f pupil_left(cv::mean(irisLdmks3d_left.col(0))[0], cv::mean(irisLdmks3d_left.col(1))[0], cv::mean(irisLdmks3d_left.col(2))[0]); - - cv::Mat eyeLdmks3d_right = clnf_model.hierarchical_models[part_right].GetShape(fx, fy, cx, cy); - cv::Point3f pupil_right = GetPupilPosition(eyeLdmks3d_right); + pupil_left = pupil_left / 8; + pupil_right = pupil_right / 8; std::vector points_left; points_left.push_back(cv::Point3d(pupil_left)); - points_left.push_back(cv::Point3d(pupil_left + gaze_direction0*50.0)); + points_left.push_back(cv::Point3d(pupil_left + cv::Point3d(gaze_direction0)*50.0)); std::vector points_right; points_right.push_back(cv::Point3d(pupil_right)); - points_right.push_back(cv::Point3d(pupil_right + gaze_direction1*50.0)); + points_right.push_back(cv::Point3d(pupil_right + cv::Point3d(gaze_direction1)*50.0)); cv::Mat_ proj_points; cv::Mat_ mesh_0 = (cv::Mat_(2, 3) << points_left[0].x, points_left[0].y, points_left[0].z, points_left[1].x, points_left[1].y, points_left[1].z); @@ -248,4 +236,7 @@ void Visualizer::ShowObservation() } } - +cv::Mat Visualizer::GetVisImage() +{ + return captured_image; +} From 73d8dddbb236f72a90a469f699f5e6d1495a164b Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 12 Nov 2017 11:24:25 +0000 Subject: [PATCH 051/141] Some bug fixes with visualization. --- exe/FeatureExtraction/FeatureExtraction.cpp | 3 --- .../src/LandmarkDetectorUtils.cpp | 4 ++-- lib/local/Utilities/src/Visualizer.cpp | 16 +++++++++++++--- 3 files changed, 15 insertions(+), 8 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 96bb3b1..fc959e1 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -200,9 +200,6 @@ int main (int argc, char **argv) // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); - // Drawing the visualization on the captured image - visualise_tracking(captured_image, face_model, det_parameters, gazeDirection0, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); - // Displaying the tracking visualizations visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); visualizer.SetObservationFaceAlign(sim_warped_img); diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 54a2558..6359254 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -813,11 +813,11 @@ vector Calculate3DEyeLandmarks(const CLNF& clnf_model, double fx, d auto lmks = clnf_model.hierarchical_models[i].GetShape(fx, fy, cx, cy); - int num_landmarks = lmks.rows / 3; + int num_landmarks = lmks.cols; for (int lmk = 0; lmk < num_landmarks; ++lmk) { - cv::Point3d curr_lmk(lmks.at(lmk), lmks.at(lmk + num_landmarks), lmks.at(lmk + 2 * num_landmarks)); + cv::Point3d curr_lmk(lmks.at(0, lmk), lmks.at(1, lmk), lmks.at(2, lmk)); to_return.push_back(curr_lmk); } } diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index c5b0ded..231b57e 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -99,7 +99,10 @@ void Visualizer::SetObservationFaceAlign(const cv::Mat& aligned_face) void Visualizer::SetObservationHOG(const cv::Mat_& hog_descriptor, int num_cols, int num_rows) { - Visualise_FHOG(hog_descriptor, num_rows, num_cols, this->hog_image); + if(vis_hog) + { + Visualise_FHOG(hog_descriptor, num_rows, num_cols, this->hog_image); + } } @@ -173,6 +176,13 @@ void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv if (i == 27) next_point = 20; + if (i == 7 + 28) + next_point = 0 + 28; + if (i == 19 + 28) + next_point = 8 + 28; + if (i == 27 + 28) + next_point = 20 + 28; + cv::Point nextFeaturePoint(cvRound(eye_landmarks2d[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks2d[next_point].y * (double)draw_multiplier)); if (i < 8 || i > 19) cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); @@ -190,7 +200,7 @@ void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv for (size_t i = 0; i < 8; ++i) { pupil_left = pupil_left + eye_landmarks3d[i]; - pupil_right = pupil_right + eye_landmarks3d[i + eye_landmarks3d.size()]; + pupil_right = pupil_right + eye_landmarks3d[i + eye_landmarks3d.size()/2]; } pupil_left = pupil_left / 8; pupil_right = pupil_right / 8; @@ -224,7 +234,6 @@ void Visualizer::ShowObservation() { cv::namedWindow("tracking_result", 1); cv::imshow("tracking_result", captured_image); - cv::waitKey(1); } if (vis_align) { @@ -234,6 +243,7 @@ void Visualizer::ShowObservation() { cv::imshow("hog", hog_image); } + cv::waitKey(1); } cv::Mat Visualizer::GetVisImage() From fd4d06166ac2a78243e6c279536c2e9a0082cbf6 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 12 Nov 2017 13:26:51 +0000 Subject: [PATCH 052/141] Better gaze visualization. --- exe/FeatureExtraction/FeatureExtraction.cpp | 4 ++-- lib/local/Utilities/src/Visualizer.cpp | 2 +- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index fc959e1..6201ccf 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -203,20 +203,20 @@ int main (int argc, char **argv) // Displaying the tracking visualizations visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); visualizer.SetObservationFaceAlign(sim_warped_img); - visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); visualizer.SetObservationHOG(hog_descriptor, num_hog_rows, num_hog_cols); visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); visualizer.SetObservationPose(pose_estimate, face_model.detection_certainty); + visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); visualizer.ShowObservation(); // Setting up the recorder output open_face_rec.SetObservationHOG(detection_success, hog_descriptor, num_hog_rows, num_hog_cols, 31); // The number of channels in HOG is fixed at the moment, as using FHOG open_face_rec.SetObservationVisualization(visualizer.GetVisImage()); open_face_rec.SetObservationActionUnits(face_analyser.GetCurrentAUsReg(), face_analyser.GetCurrentAUsClass()); - open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); open_face_rec.SetObservationLandmarks(face_model.detected_landmarks, face_model.GetShape(sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.params_global, face_model.params_local, face_model.detection_certainty, detection_success); open_face_rec.SetObservationPose(pose_estimate); + open_face_rec.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); open_face_rec.SetObservationTimestamp(sequence_reader.time_stamp); open_face_rec.SetObservationFaceAlign(sim_warped_img); open_face_rec.WriteObservation(); diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index 231b57e..51c7287 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -184,7 +184,7 @@ void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv next_point = 20 + 28; cv::Point nextFeaturePoint(cvRound(eye_landmarks2d[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks2d[next_point].y * (double)draw_multiplier)); - if (i < 8 || i > 19) + if ((i < 28 && (i < 8 || i > 19)) || (i >= 28 && (i < 8 + 28 || i > 19 + 28))) cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); else cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(0, 0, 255), thickness_2, CV_AA, draw_shiftbits); From bee6d185cb438969701d0e7a2a559e6eda950a14 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Sun, 12 Nov 2017 21:40:30 +0000 Subject: [PATCH 053/141] Some more bug fixes with visualization and recording. Creating a metafile for recorded data. --- exe/FeatureExtraction/FeatureExtraction.cpp | 2 +- .../Utilities/include/RecorderOpenFace.h | 2 + lib/local/Utilities/include/Visualizer.h | 5 +- lib/local/Utilities/src/RecorderOpenFace.cpp | 57 ++++++- lib/local/Utilities/src/Visualizer.cpp | 154 +++++++++--------- .../run_biwi_experiment.m | 4 +- 6 files changed, 142 insertions(+), 82 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 6201ccf..00db2db 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -206,7 +206,7 @@ int main (int argc, char **argv) visualizer.SetObservationHOG(hog_descriptor, num_hog_rows, num_hog_cols); visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); visualizer.SetObservationPose(pose_estimate, face_model.detection_certainty); - visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy)); + visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.detection_certainty); visualizer.ShowObservation(); // Setting up the recorder output diff --git a/lib/local/Utilities/include/RecorderOpenFace.h b/lib/local/Utilities/include/RecorderOpenFace.h index 70f75ec..fe2179b 100644 --- a/lib/local/Utilities/include/RecorderOpenFace.h +++ b/lib/local/Utilities/include/RecorderOpenFace.h @@ -105,9 +105,11 @@ namespace Utilities // Keep track of the file and output root location std::string record_root = "processed"; // By default we are writing in the processed directory in the working directory + std::string of_filename; std::string filename; std::string csv_filename; std::string aligned_output_directory; + std::ofstream metadata_file; // The actual output file stream that will be written RecorderCSV csv_recorder; diff --git a/lib/local/Utilities/include/Visualizer.h b/lib/local/Utilities/include/Visualizer.h index 3a5d695..b6e2c7f 100644 --- a/lib/local/Utilities/include/Visualizer.h +++ b/lib/local/Utilities/include/Visualizer.h @@ -72,7 +72,7 @@ namespace Utilities void SetObservationPose(const cv::Vec6d& pose, double confidence); // Gaze related observations - void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, const std::vector& eye_landmarks3d); + void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, const std::vector& eye_landmarks3d, double confidence); // Face alignment related observations void SetObservationFaceAlign(const cv::Mat& aligned_face); @@ -88,6 +88,9 @@ namespace Utilities bool vis_track; bool vis_hog; bool vis_align; + + // Can be adjusted to show less confident frames + double visualisation_boundary = 0.4; private: diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 1675164..8d6172c 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -77,32 +77,80 @@ RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFa // From the filename, strip out the name without directory and extension filename = path(in_filename).replace_extension("").filename().string(); + // Consuming the input arguments + bool* valid = new bool[arguments.size()]; + + for (size_t i = 0; i < arguments.size(); ++i) + { + valid[i] = true; + } + + string record_root; + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-outroot") == 0) + { + record_root = arguments[i + 1]; + } + } + // Determine output directory + bool output_found = false; for (size_t i = 0; i < arguments.size(); ++i) { if (arguments[i].compare("-out_dir") == 0) { - record_root = arguments[i + 1]; + record_root = (boost::filesystem::path(record_root) / boost::filesystem::path(arguments[i + 1])).string(); + } + else if (!output_found && arguments[i].compare("-of") == 0) + { + record_root = (boost::filesystem::path(record_root) / boost::filesystem::path(arguments[i + 1])).remove_filename().string(); + filename = path(boost::filesystem::path(arguments[i + 1])).replace_extension("").filename().string(); + valid[i] = false; + valid[i + 1] = false; + i++; + output_found = true; + } + } + + for (int i = (int)arguments.size() - 1; i >= 0; --i) + { + if (!valid[i]) + { + arguments.erase(arguments.begin() + i); } } // Construct the directories required for the output CreateDirectory(record_root); + // Create the filename for the general output file that contains all of the meta information about the recording + path of_det_name(filename); + of_det_name = path(record_root) / of_det_name.concat("_of_details.txt"); + + // Write in the of file what we are outputing what is the input etc. + metadata_file.open(of_det_name.string(), std::ios_base::out); + + // Populate the metadata file + metadata_file << "Input:" << in_filename << endl; + // Create the required individual recorders, CSV, HOG, aligned, video csv_filename = (path(record_root) / path(filename).replace_extension(".csv")).string(); + metadata_file << "Output csv:" << csv_filename << endl; // Consruct HOG recorder here if(params.outputHOG()) { std::string hog_filename = (path(record_root) / path(filename).replace_extension(".hog")).string(); hog_recorder.Open(hog_filename); + metadata_file << "Output HOG:" << csv_filename << endl; } // saving the videos if (params.outputTrackedVideo()) { this->video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); + metadata_file << "Output video:" << this->video_filename << endl; } // Prepare image recording @@ -110,9 +158,10 @@ RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFa { aligned_output_directory = (path(record_root) / path(filename + "_aligned")).string(); CreateDirectory(aligned_output_directory); + metadata_file << "Output aligned directory:" << this->aligned_output_directory << endl; } - - + + observation_count = 0; } @@ -279,6 +328,8 @@ void RecorderOpenFace::Close() hog_recorder.Close(); csv_recorder.Close(); video_writer.release(); + metadata_file.close(); + } diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index 51c7287..5c8dc9b 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -109,23 +109,26 @@ void Visualizer::SetObservationHOG(const cv::Mat_& hog_descriptor, int n void Visualizer::SetObservationLandmarks(const cv::Mat_& landmarks_2D, double confidence, bool success, const cv::Mat_& visibilities) { - // Draw 2D landmarks on the image - int n = landmarks_2D.rows / 2; - - // Drawing feature points - for (int i = 0; i < n; ++i) + if(confidence > visualisation_boundary) { - if (visibilities.empty() || visibilities.at(i)) + // Draw 2D landmarks on the image + int n = landmarks_2D.rows / 2; + + // Drawing feature points + for (int i = 0; i < n; ++i) { - cv::Point featurePoint(cvRound(landmarks_2D.at(i) * (double)draw_multiplier), cvRound(landmarks_2D.at(i + n) * (double)draw_multiplier)); + if (visibilities.empty() || visibilities.at(i)) + { + cv::Point featurePoint(cvRound(landmarks_2D.at(i) * (double)draw_multiplier), cvRound(landmarks_2D.at(i + n) * (double)draw_multiplier)); - // A rough heuristic for drawn point size - int thickness = (int)std::ceil(3.0* ((double)captured_image.cols) / 640.0); - int thickness_2 = (int)std::ceil(1.0* ((double)captured_image.cols) / 640.0); + // A rough heuristic for drawn point size + int thickness = (int)std::ceil(3.0* ((double)captured_image.cols) / 640.0); + int thickness_2 = (int)std::ceil(1.0* ((double)captured_image.cols) / 640.0); - cv::circle(captured_image, featurePoint, 1 * draw_multiplier, cv::Scalar(0, 0, 255), thickness, CV_AA, draw_shiftbits); - cv::circle(captured_image, featurePoint, 1 * draw_multiplier, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); + cv::circle(captured_image, featurePoint, 1 * draw_multiplier, cv::Scalar(0, 0, 255), thickness, CV_AA, draw_shiftbits); + cv::circle(captured_image, featurePoint, 1 * draw_multiplier, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); + } } } } @@ -133,7 +136,7 @@ void Visualizer::SetObservationLandmarks(const cv::Mat_& landmarks_2D, d void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) { - double visualisation_boundary = 0.4; + // Only draw if the reliability is reasonable, the value is slightly ad-hoc if (confidence > visualisation_boundary) @@ -154,78 +157,79 @@ void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) } // Eye gaze infomration drawing, first of eye landmarks then of gaze -void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d) +void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d, double confidence) { - - if (eye_landmarks2d.size() > 0) + if(confidence > visualisation_boundary) { - // First draw the eye region landmarks - for (size_t i = 0; i < eye_landmarks2d.size(); ++i) + if (eye_landmarks2d.size() > 0) { - cv::Point featurePoint(cvRound(eye_landmarks2d[i].x * (double)draw_multiplier), cvRound(eye_landmarks2d[i].y * (double)draw_multiplier)); + // First draw the eye region landmarks + for (size_t i = 0; i < eye_landmarks2d.size(); ++i) + { + cv::Point featurePoint(cvRound(eye_landmarks2d[i].x * (double)draw_multiplier), cvRound(eye_landmarks2d[i].y * (double)draw_multiplier)); - // A rough heuristic for drawn point size - int thickness = 1; - int thickness_2 = 1; + // A rough heuristic for drawn point size + int thickness = 1; + int thickness_2 = 1; - size_t next_point = i + 1; - if (i == 7) - next_point = 0; - if (i == 19) - next_point = 8; - if (i == 27) - next_point = 20; + size_t next_point = i + 1; + if (i == 7) + next_point = 0; + if (i == 19) + next_point = 8; + if (i == 27) + next_point = 20; - if (i == 7 + 28) - next_point = 0 + 28; - if (i == 19 + 28) - next_point = 8 + 28; - if (i == 27 + 28) - next_point = 20 + 28; + if (i == 7 + 28) + next_point = 0 + 28; + if (i == 19 + 28) + next_point = 8 + 28; + if (i == 27 + 28) + next_point = 20 + 28; - cv::Point nextFeaturePoint(cvRound(eye_landmarks2d[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks2d[next_point].y * (double)draw_multiplier)); - if ((i < 28 && (i < 8 || i > 19)) || (i >= 28 && (i < 8 + 28 || i > 19 + 28))) - cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); - else - cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(0, 0, 255), thickness_2, CV_AA, draw_shiftbits); + cv::Point nextFeaturePoint(cvRound(eye_landmarks2d[next_point].x * (double)draw_multiplier), cvRound(eye_landmarks2d[next_point].y * (double)draw_multiplier)); + if ((i < 28 && (i < 8 || i > 19)) || (i >= 28 && (i < 8 + 28 || i > 19 + 28))) + cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(255, 0, 0), thickness_2, CV_AA, draw_shiftbits); + else + cv::line(captured_image, featurePoint, nextFeaturePoint, cv::Scalar(0, 0, 255), thickness_2, CV_AA, draw_shiftbits); + + } + + // Now draw the gaze lines themselves + cv::Mat cameraMat = (cv::Mat_(3, 3) << fx, 0, cx, 0, fy, cy, 0, 0, 0); + + // Grabbing the pupil location, to draw eye gaze need to know where the pupil is + cv::Point3d pupil_left(0, 0, 0); + cv::Point3d pupil_right(0, 0, 0); + for (size_t i = 0; i < 8; ++i) + { + pupil_left = pupil_left + eye_landmarks3d[i]; + pupil_right = pupil_right + eye_landmarks3d[i + eye_landmarks3d.size()/2]; + } + pupil_left = pupil_left / 8; + pupil_right = pupil_right / 8; + + std::vector points_left; + points_left.push_back(cv::Point3d(pupil_left)); + points_left.push_back(cv::Point3d(pupil_left + cv::Point3d(gaze_direction0)*50.0)); + + std::vector points_right; + points_right.push_back(cv::Point3d(pupil_right)); + points_right.push_back(cv::Point3d(pupil_right + cv::Point3d(gaze_direction1)*50.0)); + + cv::Mat_ proj_points; + cv::Mat_ mesh_0 = (cv::Mat_(2, 3) << points_left[0].x, points_left[0].y, points_left[0].z, points_left[1].x, points_left[1].y, points_left[1].z); + Project(proj_points, mesh_0, fx, fy, cx, cy); + cv::line(captured_image, cv::Point(cvRound(proj_points.at(0, 0) * (double)draw_multiplier), cvRound(proj_points.at(0, 1) * (double)draw_multiplier)), + cv::Point(cvRound(proj_points.at(1, 0) * (double)draw_multiplier), cvRound(proj_points.at(1, 1) * (double)draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, draw_shiftbits); + + cv::Mat_ mesh_1 = (cv::Mat_(2, 3) << points_right[0].x, points_right[0].y, points_right[0].z, points_right[1].x, points_right[1].y, points_right[1].z); + Project(proj_points, mesh_1, fx, fy, cx, cy); + cv::line(captured_image, cv::Point(cvRound(proj_points.at(0, 0) * (double)draw_multiplier), cvRound(proj_points.at(0, 1) * (double)draw_multiplier)), + cv::Point(cvRound(proj_points.at(1, 0) * (double)draw_multiplier), cvRound(proj_points.at(1, 1) * (double)draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, draw_shiftbits); } - - // Now draw the gaze lines themselves - cv::Mat cameraMat = (cv::Mat_(3, 3) << fx, 0, cx, 0, fy, cy, 0, 0, 0); - - // Grabbing the pupil location, to draw eye gaze need to know where the pupil is - cv::Point3d pupil_left(0, 0, 0); - cv::Point3d pupil_right(0, 0, 0); - for (size_t i = 0; i < 8; ++i) - { - pupil_left = pupil_left + eye_landmarks3d[i]; - pupil_right = pupil_right + eye_landmarks3d[i + eye_landmarks3d.size()/2]; - } - pupil_left = pupil_left / 8; - pupil_right = pupil_right / 8; - - std::vector points_left; - points_left.push_back(cv::Point3d(pupil_left)); - points_left.push_back(cv::Point3d(pupil_left + cv::Point3d(gaze_direction0)*50.0)); - - std::vector points_right; - points_right.push_back(cv::Point3d(pupil_right)); - points_right.push_back(cv::Point3d(pupil_right + cv::Point3d(gaze_direction1)*50.0)); - - cv::Mat_ proj_points; - cv::Mat_ mesh_0 = (cv::Mat_(2, 3) << points_left[0].x, points_left[0].y, points_left[0].z, points_left[1].x, points_left[1].y, points_left[1].z); - Project(proj_points, mesh_0, fx, fy, cx, cy); - cv::line(captured_image, cv::Point(cvRound(proj_points.at(0, 0) * (double)draw_multiplier), cvRound(proj_points.at(0, 1) * (double)draw_multiplier)), - cv::Point(cvRound(proj_points.at(1, 0) * (double)draw_multiplier), cvRound(proj_points.at(1, 1) * (double)draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, draw_shiftbits); - - cv::Mat_ mesh_1 = (cv::Mat_(2, 3) << points_right[0].x, points_right[0].y, points_right[0].z, points_right[1].x, points_right[1].y, points_right[1].z); - Project(proj_points, mesh_1, fx, fy, cx, cy); - cv::line(captured_image, cv::Point(cvRound(proj_points.at(0, 0) * (double)draw_multiplier), cvRound(proj_points.at(0, 1) * (double)draw_multiplier)), - cv::Point(cvRound(proj_points.at(1, 0) * (double)draw_multiplier), cvRound(proj_points.at(1, 1) * (double)draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, draw_shiftbits); - } - } void Visualizer::ShowObservation() diff --git a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m index 1c03ea2..b7706eb 100644 --- a/matlab_runners/Head Pose Experiments/run_biwi_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_biwi_experiment.m @@ -14,7 +14,7 @@ dbSeqDir = dbSeqDir(3:end); output_dir = cat(2, output_dir, '/'); -command = sprintf('%s -inroot "%s" -out_dir "%s" -fx 505 -fy 505 -cx 320 -cy 240 -pose -vis-track ', executable, rootDir, output_dir); +command = sprintf('%s -inroot "%s" -outroot "%s" -fx 505 -fy 505 -cx 320 -cy 240 -pose -vis-track ', executable, rootDir, output_dir); if(verbose) command = cat(2, command, [' -tracked ' outputVideo]); @@ -26,7 +26,7 @@ end for i=1:numel(dbSeqDir) inputFile = [biwiDir dbSeqDir(i).name '/colour.avi']; - command = cat(2, command, sprintf(' -f "%s" ', inputFile)); + command = sprintf('%s -f "%s" -of "%s" ', command, inputFile, dbSeqDir(i).name); end if(isunix) From fa48372f4ceb99ca3f20a637d2222f933a57f8a2 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Mon, 13 Nov 2017 09:07:52 +0000 Subject: [PATCH 054/141] Adding a dedicated FPS tracker. --- exe/FeatureExtraction/FeatureExtraction.cpp | 37 +++++-------------- .../Utilities/include/RecorderOpenFace.h | 2 +- .../Utilities/include/VisualizationUtils.h | 20 +++++++++- lib/local/Utilities/include/Visualizer.h | 2 + lib/local/Utilities/src/RecorderOpenFace.cpp | 11 +++++- lib/local/Utilities/src/SequenceCapture.cpp | 12 +++--- .../Utilities/src/VisualizationUtils.cpp | 33 +++++++++++++++++ lib/local/Utilities/src/Visualizer.cpp | 10 +++++ 8 files changed, 89 insertions(+), 38 deletions(-) diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index 00db2db..bef128d 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -60,6 +60,7 @@ #include #include #include +#include #ifndef CONFIG_DIR #define CONFIG_DIR "~" @@ -97,34 +98,6 @@ vector get_arguments(int argc, char **argv) return arguments; } -// Some globals for tracking timing information for visualisation (TODO bit ugly) -double fps_tracker = -1.0; -int64 t0 = 0; -int frame_count = 0; - -// Visualising the results TODO separate class -void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, double fx, double fy, double cx, double cy) -{ - - - // Work out the framerate TODO - if (frame_count % 10 == 0) - { - double t1 = cv::getTickCount(); - fps_tracker = 10.0 / (double(t1 - t0) / cv::getTickFrequency()); - t0 = t1; - } - - // Write out the framerate on the image before displaying it - char fpsC[255]; - std::sprintf(fpsC, "%d", (int)fps_tracker); - string fpsSt("FPS:"); - fpsSt += fpsC; - cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); - frame_count++; - -} - int main (int argc, char **argv) { @@ -146,6 +119,10 @@ int main (int argc, char **argv) // A utility for visualizing the results Utilities::Visualizer visualizer(arguments); + // Tracking FPS for visualization + Utilities::FpsTracker fps_tracker; + fps_tracker.AddFrame(); + while (true) // this is not a for loop as we might also be reading from a webcam { @@ -200,6 +177,9 @@ int main (int argc, char **argv) // Work out the pose of the head from the tracked model cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + // Keeping track of FPS + fps_tracker.AddFrame(); + // Displaying the tracking visualizations visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); visualizer.SetObservationFaceAlign(sim_warped_img); @@ -207,6 +187,7 @@ int main (int argc, char **argv) visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); visualizer.SetObservationPose(pose_estimate, face_model.detection_certainty); visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.detection_certainty); + visualizer.SetFps(fps_tracker.GetFPS()); visualizer.ShowObservation(); // Setting up the recorder output diff --git a/lib/local/Utilities/include/RecorderOpenFace.h b/lib/local/Utilities/include/RecorderOpenFace.h index fe2179b..ab66927 100644 --- a/lib/local/Utilities/include/RecorderOpenFace.h +++ b/lib/local/Utilities/include/RecorderOpenFace.h @@ -57,7 +57,7 @@ namespace Utilities public: // The constructor for the recorder, need to specify if we are recording a sequence or not - RecorderOpenFace(const std::string in_filename, RecorderOpenFaceParameters parameters, std::vector arguments); + RecorderOpenFace(const std::string in_filename, RecorderOpenFaceParameters parameters, std::vector& arguments); ~RecorderOpenFace(); diff --git a/lib/local/Utilities/include/VisualizationUtils.h b/lib/local/Utilities/include/VisualizationUtils.h index 8c4d452..518610f 100644 --- a/lib/local/Utilities/include/VisualizationUtils.h +++ b/lib/local/Utilities/include/VisualizationUtils.h @@ -37,13 +37,13 @@ #include #include +#include namespace Utilities { // TODO draw AU results - // Drawing a bounding box around the face in an image void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy); void DrawBox(const std::vector>& lines, cv::Mat image, cv::Scalar color, int thickness); @@ -53,6 +53,24 @@ namespace Utilities void Visualise_FHOG(const cv::Mat_& descriptor, int num_rows, int num_cols, cv::Mat& visualisation); + class FpsTracker + { + public: + + double history_length; + + void AddFrame(); + + double GetFPS(); + + FpsTracker(); + + private: + std::queue frame_times; + + void DiscardOldFrames(); + + }; } #endif \ No newline at end of file diff --git a/lib/local/Utilities/include/Visualizer.h b/lib/local/Utilities/include/Visualizer.h index b6e2c7f..9344d87 100644 --- a/lib/local/Utilities/include/Visualizer.h +++ b/lib/local/Utilities/include/Visualizer.h @@ -80,6 +80,8 @@ namespace Utilities // HOG feature related observations void SetObservationHOG(const cv::Mat_& hog_descriptor, int num_cols, int num_rows); + void SetFps(double fps); + void ShowObservation(); cv::Mat GetVisImage(); diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 8d6172c..965424f 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -71,7 +71,7 @@ void CreateDirectory(std::string output_path) } -RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFaceParameters parameters, std::vector arguments):video_writer(), params(parameters) +RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFaceParameters parameters, std::vector& arguments):video_writer(), params(parameters) { // From the filename, strip out the name without directory and extension @@ -150,7 +150,14 @@ RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFa if (params.outputTrackedVideo()) { this->video_filename = (path(record_root) / path(filename).replace_extension(".avi")).string(); - metadata_file << "Output video:" << this->video_filename << endl; + if(parameters.isSequence()) + { + metadata_file << "Output video:" << this->video_filename << endl; + } + else + { + metadata_file << "Output image:" << this->video_filename << endl; + } } // Prepare image recording diff --git a/lib/local/Utilities/src/SequenceCapture.cpp b/lib/local/Utilities/src/SequenceCapture.cpp index c59f809..cff1106 100644 --- a/lib/local/Utilities/src/SequenceCapture.cpp +++ b/lib/local/Utilities/src/SequenceCapture.cpp @@ -246,6 +246,12 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, capture.open(video_file); + if (!capture.isOpened()) + { + std::cout << "Failed to open the video file at location: " << video_file << std::endl; + return false; + } + this->fps = capture.get(CV_CAP_PROP_FPS); // Check if fps is nan or less than 0 @@ -263,12 +269,6 @@ bool SequenceCapture::OpenVideoFile(std::string video_file, float fx, float fy, vid_length = (int)capture.get(CV_CAP_PROP_FRAME_COUNT); - if (!capture.isOpened()) - { - std::cout << "Failed to open the video file at location: " << video_file << std::endl; - return false; - } - SetCameraIntrinsics(fx, fy, cx, cy); this->name = boost::filesystem::path(video_file).filename().replace_extension("").string(); diff --git a/lib/local/Utilities/src/VisualizationUtils.cpp b/lib/local/Utilities/src/VisualizationUtils.cpp index 090ab87..8b9f5bc 100644 --- a/lib/local/Utilities/src/VisualizationUtils.cpp +++ b/lib/local/Utilities/src/VisualizationUtils.cpp @@ -44,6 +44,39 @@ namespace Utilities { + FpsTracker::FpsTracker() + { + // Keep two seconds of history + history_length = 2; + } + + void FpsTracker::AddFrame() + { + double current_time = cv::getTickCount() / cv::getTickFrequency(); + frame_times.push(current_time); + DiscardOldFrames(); + } + + double FpsTracker::GetFPS() + { + DiscardOldFrames(); + + if (frame_times.size() == 0) + return 0; + + double current_time = cv::getTickCount() / cv::getTickFrequency(); + + return ((double)frame_times.size()) / (current_time - frame_times.front()); + } + + void FpsTracker::DiscardOldFrames() + { + double current_time = cv::getTickCount() / cv::getTickFrequency(); + // Remove old history + while (frame_times.size() > 0 && (current_time - frame_times.front()) > history_length) + frame_times.pop(); + } + void DrawBox(cv::Mat image, cv::Vec6d pose, cv::Scalar color, int thickness, float fx, float fy, float cx, float cy) { auto edge_lines = CalculateBox(pose, fx, fy, cx, cy); diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index 5c8dc9b..1a2fd6f 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -232,6 +232,16 @@ void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv } } +void Visualizer::SetFps(double fps) +{ + // Write out the framerate on the image before displaying it + char fpsC[255]; + std::sprintf(fpsC, "%d", (int)fps); + std::string fpsSt("FPS:"); + fpsSt += fpsC; + cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); +} + void Visualizer::ShowObservation() { if (vis_track) From 9f4bf5724f660fc1b286c035c867be5b763741ca Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Mon, 13 Nov 2017 17:30:19 +0000 Subject: [PATCH 055/141] Simplifying the visualizer and using it in FaceLandmarkVid --- exe/FaceLandmarkVid/FaceLandmarkVid.cpp | 98 +++++++-------------- exe/FeatureExtraction/FeatureExtraction.cpp | 2 +- lib/local/Utilities/include/Visualizer.h | 2 +- lib/local/Utilities/src/Visualizer.cpp | 2 +- 4 files changed, 33 insertions(+), 71 deletions(-) diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp index 768b517..f4985fd 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp @@ -47,6 +47,8 @@ #include #include +#include +#include // Boost includes #include @@ -84,65 +86,6 @@ vector get_arguments(int argc, char **argv) return arguments; } -// Some globals for tracking timing information for visualisation -double fps_tracker = -1.0; -int64 t0 = 0; -int frame_count = 0; - -// Visualising the results, TODO move to separate -void visualise_tracking(cv::Mat& captured_image, const LandmarkDetector::CLNF& face_model, const LandmarkDetector::FaceModelParameters& det_parameters, cv::Point3f gazeDirection0, cv::Point3f gazeDirection1, double fx, double fy, double cx, double cy) -{ - - // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised - double detection_certainty = face_model.detection_certainty; - bool detection_success = face_model.detection_success; - - double visualisation_boundary = 0.4; - - // Only draw if the reliability is reasonable, the value is slightly ad-hoc - if (detection_certainty > visualisation_boundary) - { - LandmarkDetector::Draw(captured_image, face_model); - - double vis_certainty = detection_certainty; - if (vis_certainty > 1) - vis_certainty = 1; - - // Scale from 0 to 1, to allow to indicated by colour how confident we are in the tracking - vis_certainty = (vis_certainty - visualisation_boundary) / (1 - visualisation_boundary); - - // A rough heuristic for box around the face width - int thickness = (int)std::ceil(2.0* ((double)captured_image.cols) / 640.0); - - cv::Vec6d pose_estimate_to_draw = LandmarkDetector::GetPose(face_model, fx, fy, cx, cy); - - // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(captured_image, pose_estimate_to_draw, cv::Scalar(vis_certainty*255.0, 0, (1 - vis_certainty) * 255), thickness, fx, fy, cx, cy); - - if (det_parameters.track_gaze && detection_success && face_model.eye_model) - { - GazeAnalysis::DrawGaze(captured_image, face_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); - } - } - - // Work out the framerate TODO - if (frame_count % 10 == 0) - { - double t1 = cv::getTickCount(); - fps_tracker = 10.0 / (double(t1 - t0) / cv::getTickFrequency()); - t0 = t1; - } - - // Write out the framerate on the image before displaying it - char fpsC[255]; - std::sprintf(fpsC, "%d", (int)fps_tracker); - string fpsSt("FPS:"); - fpsSt += fpsC; - cv::putText(captured_image, fpsSt, cv::Point(10, 20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255, 0, 0), 1, CV_AA); - frame_count++; - -} - int main (int argc, char **argv) { @@ -152,11 +95,18 @@ int main (int argc, char **argv) det_parameters.track_gaze = true; // The modules that are being used for tracking - LandmarkDetector::CLNF clnf_model(det_parameters.model_location); + LandmarkDetector::CLNF face_model(det_parameters.model_location); // Open a sequence Utilities::SequenceCapture sequence_reader; + // A utility for visualizing the results + Utilities::Visualizer visualizer(arguments); + + // Tracking FPS for visualization + Utilities::FpsTracker fps_tracker; + fps_tracker.AddFrame(); + while (true) // this is not a for loop as we might also be reading from a webcam { @@ -186,23 +136,35 @@ int main (int argc, char **argv) cv::Mat_ grayscale_image = sequence_reader.GetGrayFrame(); // The actual facial landmark detection / tracking - bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, clnf_model, det_parameters); + bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_model, det_parameters); // Visualising the results // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised - double detection_certainty = clnf_model.detection_certainty; + double detection_certainty = face_model.detection_certainty; // Gaze tracking, absolute gaze direction cv::Point3f gazeDirection0(0, 0, -1); cv::Point3f gazeDirection1(0, 0, -1); - if (det_parameters.track_gaze && detection_success && clnf_model.eye_model) + if (det_parameters.track_gaze && detection_success && face_model.eye_model) { - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection0, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, true); - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, false); + GazeAnalysis::EstimateGaze(face_model, gazeDirection0, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, true); + GazeAnalysis::EstimateGaze(face_model, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, false); } - visualise_tracking(captured_image, clnf_model, det_parameters, gazeDirection0, gazeDirection1, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + // Work out the pose of the head from the tracked model + cv::Vec6d pose_estimate = LandmarkDetector::GetPose(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + + // Keeping track of FPS + fps_tracker.AddFrame(); + + // Displaying the tracking visualizations + visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); + visualizer.SetObservationPose(pose_estimate, face_model.detection_certainty); + visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.detection_certainty); + visualizer.SetFps(fps_tracker.GetFPS()); + visualizer.ShowObservation(); // detect key presses char character_press = cv::waitKey(1); @@ -210,7 +172,7 @@ int main (int argc, char **argv) // restart the tracker if (character_press == 'r') { - clnf_model.Reset(); + face_model.Reset(); } // quit the application else if (character_press == 'q') @@ -221,7 +183,7 @@ int main (int argc, char **argv) } // Reset the model, for the next video - clnf_model.Reset(); + face_model.Reset(); } return 0; diff --git a/exe/FeatureExtraction/FeatureExtraction.cpp b/exe/FeatureExtraction/FeatureExtraction.cpp index bef128d..6ccef9e 100644 --- a/exe/FeatureExtraction/FeatureExtraction.cpp +++ b/exe/FeatureExtraction/FeatureExtraction.cpp @@ -186,7 +186,7 @@ int main (int argc, char **argv) visualizer.SetObservationHOG(hog_descriptor, num_hog_rows, num_hog_cols); visualizer.SetObservationLandmarks(face_model.detected_landmarks, face_model.detection_certainty, detection_success); visualizer.SetObservationPose(pose_estimate, face_model.detection_certainty); - visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, gazeAngle, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.detection_certainty); + visualizer.SetObservationGaze(gazeDirection0, gazeDirection1, LandmarkDetector::CalculateAllEyeLandmarks(face_model), LandmarkDetector::Calculate3DEyeLandmarks(face_model, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_model.detection_certainty); visualizer.SetFps(fps_tracker.GetFPS()); visualizer.ShowObservation(); diff --git a/lib/local/Utilities/include/Visualizer.h b/lib/local/Utilities/include/Visualizer.h index 9344d87..93f3b3e 100644 --- a/lib/local/Utilities/include/Visualizer.h +++ b/lib/local/Utilities/include/Visualizer.h @@ -72,7 +72,7 @@ namespace Utilities void SetObservationPose(const cv::Vec6d& pose, double confidence); // Gaze related observations - void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks, const std::vector& eye_landmarks3d, double confidence); + void SetObservationGaze(const cv::Point3f& gazeDirection0, const cv::Point3f& gazeDirection1, const std::vector& eye_landmarks, const std::vector& eye_landmarks3d, double confidence); // Face alignment related observations void SetObservationFaceAlign(const cv::Mat& aligned_face); diff --git a/lib/local/Utilities/src/Visualizer.cpp b/lib/local/Utilities/src/Visualizer.cpp index 1a2fd6f..2b65454 100644 --- a/lib/local/Utilities/src/Visualizer.cpp +++ b/lib/local/Utilities/src/Visualizer.cpp @@ -157,7 +157,7 @@ void Visualizer::SetObservationPose(const cv::Vec6d& pose, double confidence) } // Eye gaze infomration drawing, first of eye landmarks then of gaze -void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const cv::Vec2d& gaze_angle, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d, double confidence) +void Visualizer::SetObservationGaze(const cv::Point3f& gaze_direction0, const cv::Point3f& gaze_direction1, const std::vector& eye_landmarks2d, const std::vector& eye_landmarks3d, double confidence) { if(confidence > visualisation_boundary) { From fa75910b6c200a06c7fb03e6460e72850c7d9667 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Mon, 13 Nov 2017 17:48:17 +0000 Subject: [PATCH 056/141] Updating multi-face setup with the new interface. --- exe/FaceLandmarkVid/FaceLandmarkVid.cpp | 3 + .../FaceLandmarkVidMulti.cpp | 242 +++++------------- .../FaceLandmarkVidMulti.vcxproj | 8 +- 3 files changed, 69 insertions(+), 184 deletions(-) diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp index f4985fd..241f136 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp @@ -180,6 +180,9 @@ int main (int argc, char **argv) return(0); } + // Grabbing the next frame in the sequence + captured_image = sequence_reader.GetNextFrame(); + } // Reset the model, for the next video diff --git a/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp b/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp index 0845ced..4ed037c 100644 --- a/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp +++ b/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp @@ -36,6 +36,10 @@ // FaceTrackingVidMulti.cpp : Defines the entry point for the multiple face tracking console application. #include "LandmarkCoreIncludes.h" +#include "VisualizationUtils.h" +#include "Visualizer.h" +#include "SequenceCapture.h" + #include #include @@ -106,17 +110,8 @@ int main (int argc, char **argv) vector arguments = get_arguments(argc, argv); - // Some initial parameters that can be overriden from command line - vector files, tracked_videos_output, dummy_out; - - // By default try webcam 0 - int device = 0; - - // cx and cy aren't necessarilly in the image center, so need to be able to override it (start with unit vals and init them if none specified) - float fx = 600, fy = 600, cx = 0, cy = 0; LandmarkDetector::FaceModelParameters det_params(arguments); - det_params.use_face_template = true; // This is so that the model would not try re-initialising itself det_params.reinit_video_every = -1; @@ -124,113 +119,61 @@ int main (int argc, char **argv) vector det_parameters; det_parameters.push_back(det_params); - - // Get the input output file parameters - string output_codec; - LandmarkDetector::get_video_input_output_params(files, dummy_out, tracked_videos_output, output_codec, arguments); - // Get camera parameters - LandmarkDetector::get_camera_params(device, fx, fy, cx, cy, arguments); // The modules that are being used for tracking - vector clnf_models; + vector face_models; vector active_models; int num_faces_max = 4; - LandmarkDetector::CLNF clnf_model(det_parameters[0].model_location); - clnf_model.face_detector_HAAR.load(det_parameters[0].face_detector_location); - clnf_model.face_detector_location = det_parameters[0].face_detector_location; + LandmarkDetector::CLNF face_model(det_parameters[0].model_location); + face_model.face_detector_HAAR.load(det_parameters[0].face_detector_location); + face_model.face_detector_location = det_parameters[0].face_detector_location; - clnf_models.reserve(num_faces_max); + face_models.reserve(num_faces_max); - clnf_models.push_back(clnf_model); + face_models.push_back(face_model); active_models.push_back(false); for (int i = 1; i < num_faces_max; ++i) { - clnf_models.push_back(clnf_model); + face_models.push_back(face_model); active_models.push_back(false); det_parameters.push_back(det_params); } - // If multiple video files are tracked, use this to indicate if we are done - bool done = false; - int f_n = -1; + // Open a sequence + Utilities::SequenceCapture sequence_reader; - // If cx (optical axis centre) is undefined will use the image size/2 as an estimate - bool cx_undefined = false; - if(cx == 0 || cy == 0) + // A utility for visualizing the results + Utilities::Visualizer visualizer(arguments); + + // Tracking FPS for visualization + Utilities::FpsTracker fps_tracker; + fps_tracker.AddFrame(); + + while(true) // this is not a for loop as we might also be reading from a webcam { - cx_undefined = true; - } - - while(!done) // this is not a for loop as we might also be reading from a webcam - { - - string current_file; - // We might specify multiple video files as arguments - if(files.size() > 0) + // The sequence reader chooses what to open based on command line arguments provided + if (!sequence_reader.Open(arguments) && sequence_reader.no_input_specified) { - f_n++; - current_file = files[f_n]; - } - - // Do some grabbing - cv::VideoCapture video_capture; - if( current_file.size() > 0 ) - { - INFO_STREAM( "Attempting to read from file: " << current_file ); - video_capture = cv::VideoCapture( current_file ); + // If that fails, revert to webcam + INFO_STREAM("No input specified, attempting to open a webcam 0"); + if (!sequence_reader.OpenWebcam(0)) + ERROR_STREAM("Failed to open the webcam"); } else { - INFO_STREAM( "Attempting to capture from device: " << device ); - video_capture = cv::VideoCapture( device ); - - // Read a first frame often empty in camera - cv::Mat captured_image; - video_capture >> captured_image; + ERROR_STREAM("Failed to open a sequence"); + break; } - if (!video_capture.isOpened()) - { - FATAL_STREAM("Failed to open video source"); - return 1; - } - else INFO_STREAM( "Device or file opened"); + INFO_STREAM("Device or file opened"); - cv::Mat captured_image; - video_capture >> captured_image; - + cv::Mat captured_image = sequence_reader.GetNextFrame(); - // If optical centers are not defined just use center of image - if(cx_undefined) - { - cx = captured_image.cols / 2.0f; - cy = captured_image.rows / 2.0f; - } - int frame_count = 0; - - // saving the videos - cv::VideoWriter writerFace; - if(!tracked_videos_output.empty()) - { - try - { - writerFace = cv::VideoWriter(tracked_videos_output[f_n], CV_FOURCC(output_codec[0],output_codec[1],output_codec[2],output_codec[3]), 30, captured_image.size(), true); - } - catch(cv::Exception e) - { - WARN_STREAM( "Could not open VideoWriter, OUTPUT FILE WILL NOT BE WRITTEN. Currently using codec " << output_codec << ", try using an other one (-oc option)"); - } - } - - // For measuring the timings - int64 t1,t0 = cv::getTickCount(); - double fps = 10; - INFO_STREAM( "Starting tracking"); while(!captured_image.empty()) @@ -253,7 +196,7 @@ int main (int argc, char **argv) vector > face_detections; bool all_models_active = true; - for(unsigned int model = 0; model < clnf_models.size(); ++model) + for(unsigned int model = 0; model < face_models.size(); ++model) { if(!active_models[model]) { @@ -267,33 +210,32 @@ int main (int argc, char **argv) if(det_parameters[0].curr_face_detector == LandmarkDetector::FaceModelParameters::HOG_SVM_DETECTOR) { vector confidences; - LandmarkDetector::DetectFacesHOG(face_detections, grayscale_image, clnf_models[0].face_detector_HOG, confidences); + LandmarkDetector::DetectFacesHOG(face_detections, grayscale_image, face_models[0].face_detector_HOG, confidences); } else { - LandmarkDetector::DetectFaces(face_detections, grayscale_image, clnf_models[0].face_detector_HAAR); + LandmarkDetector::DetectFaces(face_detections, grayscale_image, face_models[0].face_detector_HAAR); } } // Keep only non overlapping detections (also convert to a concurrent vector - NonOverlapingDetections(clnf_models, face_detections); + NonOverlapingDetections(face_models, face_detections); vector > face_detections_used(face_detections.size()); // Go through every model and update the tracking - tbb::parallel_for(0, (int)clnf_models.size(), [&](int model){ + tbb::parallel_for(0, (int)face_models.size(), [&](int model){ //for(unsigned int model = 0; model < clnf_models.size(); ++model) //{ bool detection_success = false; // If the current model has failed more than 4 times in a row, remove it - if(clnf_models[model].failures_in_a_row > 4) + if(face_models[model].failures_in_a_row > 4) { active_models[model] = false; - clnf_models[model].Reset(); - + face_models[model].Reset(); } // If the model is inactive reactivate it with new detections @@ -307,11 +249,11 @@ int main (int argc, char **argv) { // Reinitialise the model - clnf_models[model].Reset(); + face_models[model].Reset(); // This ensures that a wider window is used for the initial landmark localisation - clnf_models[model].detection_success = false; - detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_detections[detection_ind], clnf_models[model], det_parameters[model]); + face_models[model].detection_success = false; + detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_detections[detection_ind], face_models[model], det_parameters[model]); // This activates the model active_models[model] = true; @@ -325,96 +267,37 @@ int main (int argc, char **argv) else { // The actual facial landmark detection / tracking - detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, clnf_models[model], det_parameters[model]); + detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_models[model], det_parameters[model]); } }); + // Keeping track of FPS + fps_tracker.AddFrame(); + + visualizer.SetImage(captured_image, sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy); + // Go through every model and visualise the results - for(size_t model = 0; model < clnf_models.size(); ++model) + for(size_t model = 0; model < face_models.size(); ++model) { // Visualising the results - // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised - double detection_certainty = clnf_models[model].detection_certainty; - - double visualisation_boundary = -0.1; - - // Only draw if the reliability is reasonable, the value is slightly ad-hoc - if(detection_certainty < visualisation_boundary) + if(active_models[model]) { - LandmarkDetector::Draw(disp_image, clnf_models[model]); - - if(detection_certainty > 1) - detection_certainty = 1; - if(detection_certainty < -1) - detection_certainty = -1; - - detection_certainty = (detection_certainty + 1)/(visualisation_boundary +1); - - // A rough heuristic for box around the face width - int thickness = (int)std::ceil(2.0* ((double)captured_image.cols) / 640.0); - - // Work out the pose of the head from the tracked model - cv::Vec6d pose_estimate = LandmarkDetector::GetPose(clnf_models[model], fx, fy, cx, cy); - - // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(disp_image, pose_estimate, cv::Scalar((1-detection_certainty)*255.0,0, detection_certainty*255), thickness, fx, fy, cx, cy); + visualizer.SetObservationLandmarks(face_models[model].detected_landmarks, face_models[model].detection_certainty, face_models[model].detection_success); + visualizer.SetObservationPose(LandmarkDetector::GetPose(face_models[model], sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy), face_models[model].detection_certainty); + visualizer.SetFps(fps_tracker.GetFPS()); + visualizer.ShowObservation(); } } - - // Work out the framerate - if(frame_count % 10 == 0) - { - t1 = cv::getTickCount(); - fps = 10.0 / (double(t1-t0)/cv::getTickFrequency()); - t0 = t1; - } - - // Write out the framerate on the image before displaying it - char fpsC[255]; - sprintf(fpsC, "%d", (int)fps); - string fpsSt("FPS:"); - fpsSt += fpsC; - cv::putText(disp_image, fpsSt, cv::Point(10,20), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255,0,0), 1, CV_AA); - - int num_active_models = 0; - - for( size_t active_model = 0; active_model < active_models.size(); active_model++) - { - if(active_models[active_model]) - { - num_active_models++; - } - } - - char active_m_C[255]; - sprintf(active_m_C, "%d", num_active_models); - string active_models_st("Active models:"); - active_models_st += active_m_C; - cv::putText(disp_image, active_models_st, cv::Point(10,60), CV_FONT_HERSHEY_SIMPLEX, 0.5, CV_RGB(255,0,0), 1, CV_AA); - - if(!det_parameters[0].quiet_mode) - { - cv::namedWindow("tracking_result",1); - cv::imshow("tracking_result", disp_image); - } - - // output the tracked video - if(!tracked_videos_output.empty()) - { - writerFace << disp_image; - } - - video_capture >> captured_image; - + // detect key presses char character_press = cv::waitKey(1); // restart the trackers if(character_press == 'r') { - for(size_t i=0; i < clnf_models.size(); ++i) + for(size_t i=0; i < face_models.size(); ++i) { - clnf_models[i].Reset(); + face_models[i].Reset(); active_models[i] = false; } } @@ -426,22 +309,21 @@ int main (int argc, char **argv) // Update the frame count frame_count++; + + // Grabbing the next frame in the sequence + captured_image = sequence_reader.GetNextFrame(); + } frame_count = 0; // Reset the model, for the next video - for(size_t model=0; model < clnf_models.size(); ++model) + for(size_t model=0; model < face_models.size(); ++model) { - clnf_models[model].Reset(); + face_models[model].Reset(); active_models[model] = false; } - // break out of the loop if done with all the files - if(f_n == files.size() -1) - { - done = true; - } } return 0; diff --git a/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.vcxproj b/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.vcxproj index e8a84c6..66bfee3 100644 --- a/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.vcxproj +++ b/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.vcxproj @@ -105,7 +105,7 @@ Level3 Disabled - $(SolutionDir)\lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 true @@ -117,7 +117,7 @@ Level3 Disabled - $(SolutionDir)\lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) AdvancedVectorExtensions true @@ -131,7 +131,7 @@ MaxSpeed true true - $(SolutionDir)\lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 MultiThreadedDLL true @@ -148,7 +148,7 @@ MaxSpeed true true - $(SolutionDir)\lib\local\LandmarkDetector\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) AdvancedVectorExtensions MultiThreadedDLL true From 32862c32f481d89d5ef28b5a811204944089c91f Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Mon, 13 Nov 2017 19:48:48 +0000 Subject: [PATCH 057/141] Visualization fixes for demo executables. --- exe/FaceLandmarkVid/FaceLandmarkVid.cpp | 4 ++-- exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp | 4 ++-- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp index 241f136..6890ff7 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp @@ -100,8 +100,8 @@ int main (int argc, char **argv) // Open a sequence Utilities::SequenceCapture sequence_reader; - // A utility for visualizing the results - Utilities::Visualizer visualizer(arguments); + // A utility for visualizing the results (show just the tracks) + Utilities::Visualizer visualizer(true, false, false); // Tracking FPS for visualization Utilities::FpsTracker fps_tracker; diff --git a/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp b/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp index 4ed037c..f707d1d 100644 --- a/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp +++ b/exe/FaceLandmarkVidMulti/FaceLandmarkVidMulti.cpp @@ -145,8 +145,8 @@ int main (int argc, char **argv) // Open a sequence Utilities::SequenceCapture sequence_reader; - // A utility for visualizing the results - Utilities::Visualizer visualizer(arguments); + // A utility for visualizing the results (show just the tracks) + Utilities::Visualizer visualizer(true, false, false); // Tracking FPS for visualization Utilities::FpsTracker fps_tracker; From c7e13bce9e92e5b5a07686b2e41fc26da4fc28df Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 07:46:01 +0000 Subject: [PATCH 058/141] Bringing the ICT-3DHP script up to date with the new interface --- .gitignore | 1 + .../run_ict_experiment.m | 52 +++++++------------ 2 files changed, 20 insertions(+), 33 deletions(-) diff --git a/.gitignore b/.gitignore index 05d549c..5167503 100644 --- a/.gitignore +++ b/.gitignore @@ -53,3 +53,4 @@ matlab_version/face_validation/vlfeat-0.9.20/ matlab_version/face_validation/trained/intermediate/ lib/local/GazeAnalyser/x64/ lib/local/Utilities/x64/ +exe/FeatureExtraction/processed/ diff --git a/matlab_runners/Head Pose Experiments/run_ict_experiment.m b/matlab_runners/Head Pose Experiments/run_ict_experiment.m index 9b95f15..1d0f8ff 100644 --- a/matlab_runners/Head Pose Experiments/run_ict_experiment.m +++ b/matlab_runners/Head Pose Experiments/run_ict_experiment.m @@ -11,43 +11,29 @@ end output_dir = 'experiments/ict_out'; dbSeqDir = dir([rootDir ictDir]); - +dbSeqDir = dbSeqDir(3:end); + output_dir = cat(2, output_dir, '/'); -numTogether = 10; +command = sprintf('%s -inroot "%s" -outroot "%s" -fx 535 -fy 536 -cx 327 -cy 241 -pose -vis-track ', executable, rootDir, output_dir); + +if(verbose) + command = cat(2, command, [' -tracked ' outputVideo]); +end -for i=3:numTogether:numel(dbSeqDir) - - command = [executable ' -fx 535 -fy 536 -cx 327 -cy 241 -pose -vis-track ']; +if(any(strcmp('model', varargin))) + command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); +end - command = cat(2, command, [' -inroot ' '"' rootDir '/"']); - - % deal with edge cases - if(numTogether + i > numel(dbSeqDir)) - numTogether = numel(dbSeqDir) - i + 1; - end - - for n=0:numTogether-1 - - inputFile = [ictDir dbSeqDir(i+n).name '/colour undist.avi']; - - command = cat(2, command, [' -f "' inputFile '" -of "' output_dir '" ']); - - end - - if(verbose) - command = cat(2, command, [' -tracked ' outputVideo]); - end - - if(any(strcmp('model', varargin))) - command = cat(2, command, [' -mloc "', varargin{find(strcmp('model', varargin))+1}, '"']); - end - - if(isunix) - unix(command, '-echo') - else - dos(command); - end +for i=1:numel(dbSeqDir) + inputFile = [ictDir dbSeqDir(i).name '/colour undist.avi']; + command = cat(2, command, [' -f "' inputFile '" -of "' dbSeqDir(i).name '" ']); +end + +if(isunix) + unix(command, '-echo') +else + dos(command); end From 6500865a0bd3b5c7b500af48fc5db1bdf2a08328 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 07:54:02 +0000 Subject: [PATCH 059/141] Code cleanup with visualization. --- exe/FaceLandmarkVid/FaceLandmarkVid.cpp | 4 -- lib/local/FaceAnalyser/include/FaceAnalyser.h | 3 -- lib/local/FaceAnalyser/src/FaceAnalyser.cpp | 5 -- .../GazeAnalyser/include/GazeEstimation.h | 1 - lib/local/GazeAnalyser/src/GazeEstimation.cpp | 48 ------------------- .../src/LandmarkDetectorUtils.cpp | 12 ++--- 6 files changed, 6 insertions(+), 67 deletions(-) diff --git a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp index 6890ff7..b32c767 100644 --- a/exe/FaceLandmarkVid/FaceLandmarkVid.cpp +++ b/exe/FaceLandmarkVid/FaceLandmarkVid.cpp @@ -138,10 +138,6 @@ int main (int argc, char **argv) // The actual facial landmark detection / tracking bool detection_success = LandmarkDetector::DetectLandmarksInVideo(grayscale_image, face_model, det_parameters); - // Visualising the results - // Drawing the facial landmarks on the face and the bounding box around it if tracking is successful and initialised - double detection_certainty = face_model.detection_certainty; - // Gaze tracking, absolute gaze direction cv::Point3f gazeDirection0(0, 0, -1); cv::Point3f gazeDirection1(0, 0, -1); diff --git a/lib/local/FaceAnalyser/include/FaceAnalyser.h b/lib/local/FaceAnalyser/include/FaceAnalyser.h index cc5eb6d..c24f818 100644 --- a/lib/local/FaceAnalyser/include/FaceAnalyser.h +++ b/lib/local/FaceAnalyser/include/FaceAnalyser.h @@ -66,8 +66,6 @@ public: void AddNextFrame(const cv::Mat& frame, const cv::Mat_& detected_landmarks, bool success, double timestamp_seconds, bool online = false); - cv::Mat GetLatestHOGDescriptorVisualisation(); - double GetCurrentTimeSeconds(); // Grab the current predictions about AUs from the face analyser @@ -132,7 +130,6 @@ private: // Cache of intermediate images cv::Mat aligned_face_for_au; cv::Mat aligned_face_for_output; - cv::Mat hog_descriptor_visualisation; bool out_grayscale; // Private members to be used for predictions diff --git a/lib/local/FaceAnalyser/src/FaceAnalyser.cpp b/lib/local/FaceAnalyser/src/FaceAnalyser.cpp index 8a4fb41..d9b89a2 100644 --- a/lib/local/FaceAnalyser/src/FaceAnalyser.cpp +++ b/lib/local/FaceAnalyser/src/FaceAnalyser.cpp @@ -970,11 +970,6 @@ vector> FaceAnalyser::PredictCurrentAUsClass(int view) return predictions; } -cv::Mat FaceAnalyser::GetLatestHOGDescriptorVisualisation() -{ - return hog_descriptor_visualisation; -} - vector> FaceAnalyser::GetCurrentAUsClass() const { return AU_predictions_class; diff --git a/lib/local/GazeAnalyser/include/GazeEstimation.h b/lib/local/GazeAnalyser/include/GazeEstimation.h index ce6f0af..c7f1b3a 100644 --- a/lib/local/GazeAnalyser/include/GazeEstimation.h +++ b/lib/local/GazeAnalyser/include/GazeEstimation.h @@ -43,7 +43,6 @@ namespace GazeAnalysis { void EstimateGaze(const LandmarkDetector::CLNF& clnf_model, cv::Point3f& gaze_absolute, float fx, float fy, float cx, float cy, bool left_eye); - void DrawGaze(cv::Mat img, const LandmarkDetector::CLNF& clnf_model, cv::Point3f gazeVecAxisLeft, cv::Point3f gazeVecAxisRight, float fx, float fy, float cx, float cy); // Getting the gaze angle in radians with respect to the world coordinates (camera plane), when looking ahead straight at camera plane the gaze angle will be (0,0) cv::Vec2d GetGazeAngle(cv::Point3f& gaze_vector_1, cv::Point3f& gaze_vector_2); diff --git a/lib/local/GazeAnalyser/src/GazeEstimation.cpp b/lib/local/GazeAnalyser/src/GazeEstimation.cpp index 04a3753..17302d3 100644 --- a/lib/local/GazeAnalyser/src/GazeEstimation.cpp +++ b/lib/local/GazeAnalyser/src/GazeEstimation.cpp @@ -48,10 +48,6 @@ using namespace std; using namespace GazeAnalysis; -// For subpixel accuracy drawing -const int gaze_draw_shiftbits = 4; -const int gaze_draw_multiplier = 1 << 4; - cv::Point3f RaySphereIntersect(cv::Point3f rayOrigin, cv::Point3f rayDir, cv::Point3f sphereOrigin, float sphereRadius){ float dx = rayDir.x; @@ -149,48 +145,4 @@ cv::Vec2d GazeAnalysis::GetGazeAngle(cv::Point3f& gaze_vector_1, cv::Point3f& ga return cv::Vec2d(x_angle, y_angle); -} -void GazeAnalysis::DrawGaze(cv::Mat img, const LandmarkDetector::CLNF& clnf_model, cv::Point3f gazeVecAxisLeft, cv::Point3f gazeVecAxisRight, float fx, float fy, float cx, float cy) -{ - - cv::Mat cameraMat = (cv::Mat_(3, 3) << fx, 0, cx, 0, fy, cy, 0, 0, 0); - - int part_left = -1; - int part_right = -1; - for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) - { - if (clnf_model.hierarchical_model_names[i].compare("left_eye_28") == 0) - { - part_left = i; - } - if (clnf_model.hierarchical_model_names[i].compare("right_eye_28") == 0) - { - part_right = i; - } - } - - cv::Mat eyeLdmks3d_left = clnf_model.hierarchical_models[part_left].GetShape(fx, fy, cx, cy); - cv::Point3f pupil_left = GetPupilPosition(eyeLdmks3d_left); - - cv::Mat eyeLdmks3d_right = clnf_model.hierarchical_models[part_right].GetShape(fx, fy, cx, cy); - cv::Point3f pupil_right = GetPupilPosition(eyeLdmks3d_right); - - vector points_left; - points_left.push_back(cv::Point3d(pupil_left)); - points_left.push_back(cv::Point3d(pupil_left + gazeVecAxisLeft*50.0)); - - vector points_right; - points_right.push_back(cv::Point3d(pupil_right)); - points_right.push_back(cv::Point3d(pupil_right + gazeVecAxisRight*50.0)); - - cv::Mat_ proj_points; - cv::Mat_ mesh_0 = (cv::Mat_(2, 3) << points_left[0].x, points_left[0].y, points_left[0].z, points_left[1].x, points_left[1].y, points_left[1].z); - Utilities::Project(proj_points, mesh_0, fx, fy, cx, cy); - cv::line(img, cv::Point(cvRound(proj_points.at(0,0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(0, 1) * (double)gaze_draw_multiplier)), - cv::Point(cvRound(proj_points.at(1, 0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(1, 1) * (double)gaze_draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, gaze_draw_shiftbits); - - cv::Mat_ mesh_1 = (cv::Mat_(2, 3) << points_right[0].x, points_right[0].y, points_right[0].z, points_right[1].x, points_right[1].y, points_right[1].z); - Utilities::Project(proj_points, mesh_1, fx, fy, cx, cy); - cv::line(img, cv::Point(cvRound(proj_points.at(0, 0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(0, 1) * (double)gaze_draw_multiplier)), - cv::Point(cvRound(proj_points.at(1, 0) * (double)gaze_draw_multiplier), cvRound(proj_points.at(1, 1) * (double)gaze_draw_multiplier)), cv::Scalar(110, 220, 0), 2, CV_AA, gaze_draw_shiftbits); } \ No newline at end of file diff --git a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp index 6359254..80133ff 100644 --- a/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp +++ b/lib/local/LandmarkDetector/src/LandmarkDetectorUtils.cpp @@ -766,7 +766,7 @@ vector CalculateVisibleLandmarks(const CLNF& clnf_model) if (clnf_model.detection_success) { int idx = clnf_model.patch_experts.GetViewIdx(clnf_model.params_global, 0); - // Because we only draw visible points, need to find which points patch experts consider visible at a certain orientation + // Because we may want to draw visible points, need to find which points patch experts consider visible at a certain orientation return CalculateVisibleLandmarks(clnf_model.detected_landmarks, clnf_model.patch_experts.visibilities[0][idx]); } else @@ -775,12 +775,12 @@ vector CalculateVisibleLandmarks(const CLNF& clnf_model) } } -// Computing eye landmarks (to be drawn later or in different interfaces) +// Computing eye landmarks vector CalculateVisibleEyeLandmarks(const CLNF& clnf_model) { vector to_return; - // If the model has hierarchical updates draw those too + for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) { @@ -803,7 +803,7 @@ vector Calculate3DEyeLandmarks(const CLNF& clnf_model, double fx, d { vector to_return; - // If the model has hierarchical updates draw those too + for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) { @@ -824,12 +824,12 @@ vector Calculate3DEyeLandmarks(const CLNF& clnf_model, double fx, d } return to_return; } -// Computing eye landmarks (to be drawn later or in different interfaces) +// Computing eye landmarks vector CalculateAllEyeLandmarks(const CLNF& clnf_model) { vector to_return; - // If the model has hierarchical updates draw those too + for (size_t i = 0; i < clnf_model.hierarchical_models.size(); ++i) { From 6dda3d076347882ec66633af7396ab7b983ed93d Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 07:55:12 +0000 Subject: [PATCH 060/141] The head pose experiments work with the new interface! --- .../Head Pose Experiments/results/Pose_OF.mat | Bin 2674137 -> 2674749 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/matlab_runners/Head Pose Experiments/results/Pose_OF.mat b/matlab_runners/Head Pose Experiments/results/Pose_OF.mat index 8e6a34dc3d5cc7c1bf16f010ff0024ea5fd616b7..53bbc582316ade40cfff664db8b1936c26da376a 100644 GIT binary patch delta 1809430 zcmV(xKBavVQk#rD$ z9e)J?c$_?!2{e^o^!KkJGnuDcF0T3F8k2_e4av|z5tUFW<4=YLiIP&02GKy0sZvzZ zq^NGFBxOn&N@$=m51DzN|9ap5`>b`=S%S2<`O-nHv?fxQ 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Tguy832n3#8uu`{i$|%eQ(S*w_ From dfdebd1e6008b56da21ccc502eea91692f854952 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 09:05:20 +0000 Subject: [PATCH 061/141] Getting ready to process images with the new interface. --- exe/FaceLandmarkImg/FaceLandmarkImg.cpp | 176 --------- lib/local/Utilities/Utilities.vcxproj | 2 + lib/local/Utilities/Utilities.vcxproj.filters | 6 + lib/local/Utilities/include/ImageCapture.h | 110 ++++++ lib/local/Utilities/include/SequenceCapture.h | 2 - lib/local/Utilities/src/ImageCapture.cpp | 355 ++++++++++++++++++ 6 files changed, 473 insertions(+), 178 deletions(-) create mode 100644 lib/local/Utilities/include/ImageCapture.h create mode 100644 lib/local/Utilities/src/ImageCapture.cpp diff --git a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp index 4b0336f..6133cde 100644 --- a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp +++ b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp @@ -73,182 +73,6 @@ vector get_arguments(int argc, char **argv) } // TODO rem -void convert_to_grayscale(const cv::Mat& in, cv::Mat& out) -{ - if(in.channels() == 3) - { - // Make sure it's in a correct format - if(in.depth() != CV_8U) - { - if(in.depth() == CV_16U) - { - cv::Mat tmp = in / 256; - tmp.convertTo(tmp, CV_8U); - cv::cvtColor(tmp, out, CV_BGR2GRAY); - } - } - else - { - cv::cvtColor(in, out, CV_BGR2GRAY); - } - } - else if(in.channels() == 4) - { - cv::cvtColor(in, out, CV_BGRA2GRAY); - } - else - { - if(in.depth() == CV_16U) - { - cv::Mat tmp = in / 256; - out = tmp.clone(); - } - else if(in.depth() != CV_8U) - { - in.convertTo(out, CV_8U); - } - else - { - out = in.clone(); - } - } -} - -// Useful utility for creating directories for storing the output files -void create_directory_from_file(string output_path) -{ - - // Creating the right directory structure - - // First get rid of the file - auto p = boost::filesystem::path(boost::filesystem::path(output_path).parent_path()); - - if (!p.empty() && !boost::filesystem::exists(p)) - { - bool success = boost::filesystem::create_directories(p); - if (!success) - { - cout << "Failed to create a directory... " << p.string() << endl; - } - } -} - -// This will only be accurate when camera parameters are accurate, useful for work on 3D data -void write_out_pose_landmarks(const string& outfeatures, const cv::Mat_& shape3D, const cv::Vec6d& pose, const cv::Point3f& gaze0, const cv::Point3f& gaze1) -{ - create_directory_from_file(outfeatures); - std::ofstream featuresFile; - featuresFile.open(outfeatures); - - if (featuresFile.is_open()) - { - int n = shape3D.cols; - featuresFile << "version: 1" << endl; - featuresFile << "npoints: " << n << endl; - featuresFile << "{" << endl; - - for (int i = 0; i < n; ++i) - { - // Use matlab format, so + 1 - featuresFile << shape3D.at(i) << " " << shape3D.at(i + n) << " " << shape3D.at(i + 2*n) << endl; - } - featuresFile << "}" << endl; - - // Do the pose and eye gaze if present as well - featuresFile << "pose: eul_x, eul_y, eul_z: " << endl; - featuresFile << "{" << endl; - featuresFile << pose[3] << " " << pose[4] << " " << pose[5] << endl; - featuresFile << "}" << endl; - - // Do the pose and eye gaze if present as well - featuresFile << "gaze_vec: dir_x_1, dir_y_1, dir_z_1, dir_x_2, dir_y_2, dir_z_2: " << endl; - featuresFile << "{" << endl; - featuresFile << gaze0.x << " " << gaze0.y << " " << gaze0.z << " " << gaze1.x << " " << gaze1.y << " " << gaze1.z << endl; - featuresFile << "}" << endl; - - featuresFile.close(); - } -} - -void write_out_landmarks(const string& outfeatures, const LandmarkDetector::CLNF& clnf_model, const cv::Vec6d& pose, const cv::Point3f& gaze0, const cv::Point3f& gaze1, const cv::Vec2d gaze_angle, std::vector> au_intensities, std::vector> au_occurences, bool output_gaze) -{ - create_directory_from_file(outfeatures); - std::ofstream featuresFile; - featuresFile.open(outfeatures); - - if (featuresFile.is_open()) - { - int n = clnf_model.patch_experts.visibilities[0][0].rows; - featuresFile << "version: 2" << endl; - featuresFile << "npoints: " << n << endl; - featuresFile << "{" << endl; - - for (int i = 0; i < n; ++i) - { - // Use matlab format, so + 1 - featuresFile << clnf_model.detected_landmarks.at(i) + 1 << " " << clnf_model.detected_landmarks.at(i + n) + 1 << endl; - } - featuresFile << "}" << endl; - - // Do the pose and eye gaze if present as well - featuresFile << "pose: eul_x, eul_y, eul_z: " << endl; - featuresFile << "{" << endl; - featuresFile << pose[3] << " " << pose[4] << " " << pose[5] << endl; - featuresFile << "}" << endl; - - if(output_gaze) - { - featuresFile << "gaze: dir_x_1, dir_y_1, dir_z_1, dir_x_2, dir_y_2, dir_z_2: " << endl; - featuresFile << "{" << endl; - featuresFile << gaze0.x << " " << gaze0.y << " " << gaze0.z << " " << gaze1.x << " " << gaze1.y << " " << gaze1.z << endl; - featuresFile << "}" << endl; - - featuresFile << "gaze: angle_x, angle_y: " << endl; - featuresFile << "{" << endl; - featuresFile << gaze_angle[0] << " " << gaze_angle[1] << endl; - featuresFile << "}" << endl; - - std::vector eye_landmark_points = LandmarkDetector::CalculateAllEyeLandmarks(clnf_model); - - featuresFile << "eye_lmks: " << eye_landmark_points.size() << endl; - featuresFile << "{" << endl; - - for (int i = 0; i < eye_landmark_points.size(); ++i) - { - // Use matlab format, so + 1 - featuresFile << (eye_landmark_points[i].x + 1) << " " << (eye_landmark_points[i].y + 1) << endl; - } - featuresFile << "}" << endl; - } - // Do the au intensities - featuresFile << "au intensities: " << au_intensities.size() << endl; - featuresFile << "{" << endl; - - for (size_t i = 0; i < au_intensities.size(); ++i) - { - // Use matlab format, so + 1 - featuresFile << au_intensities[i].first << " " << au_intensities[i].second << endl; - } - - featuresFile << "}" << endl; - - // Do the au occurences - featuresFile << "au occurences: " << au_occurences.size() << endl; - featuresFile << "{" << endl; - - for (size_t i = 0; i < au_occurences.size(); ++i) - { - // Use matlab format, so + 1 - featuresFile << au_occurences[i].first << " " << au_occurences[i].second << endl; - } - - featuresFile << "}" << endl; - - - featuresFile.close(); - } -} - void create_display_image(const cv::Mat& orig, cv::Mat& display_image, LandmarkDetector::CLNF& clnf_model) { diff --git a/lib/local/Utilities/Utilities.vcxproj b/lib/local/Utilities/Utilities.vcxproj index 843f8ee..ded345a 100644 --- a/lib/local/Utilities/Utilities.vcxproj +++ b/lib/local/Utilities/Utilities.vcxproj @@ -148,6 +148,7 @@ + @@ -157,6 +158,7 @@ + diff --git a/lib/local/Utilities/Utilities.vcxproj.filters b/lib/local/Utilities/Utilities.vcxproj.filters index 28734b6..65b28a5 100644 --- a/lib/local/Utilities/Utilities.vcxproj.filters +++ b/lib/local/Utilities/Utilities.vcxproj.filters @@ -36,6 +36,9 @@ Source Files + + Source Files + @@ -62,5 +65,8 @@ Header Files + + Header Files + \ No newline at end of file diff --git a/lib/local/Utilities/include/ImageCapture.h b/lib/local/Utilities/include/ImageCapture.h new file mode 100644 index 0000000..9d239a9 --- /dev/null +++ b/lib/local/Utilities/include/ImageCapture.h @@ -0,0 +1,110 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#ifndef __IMAGE_CAPTURE_h_ +#define __IMAGE_CAPTURE_h_ + +// System includes +#include +#include +#include + +// OpenCV includes +#include +#include + +namespace Utilities +{ + + //=========================================================================== + /** + A class for capturing sequences from video, webcam, and image directories + */ + class ImageCapture { + + public: + + // Default constructor + ImageCapture() {}; + + // TODO block copy, move etc. + + // Opening based on command line arguments + bool Open(std::vector& arguments); + + // Direct opening + + // Image sequence in the directory + bool OpenDirectory(std::string directory, float fx = -1, float fy = -1, float cx = -1, float cy = -1); + + // Video file + bool OpenImageFiles(const std::vector& image_files, float fx = -1, float fy = -1, float cx = -1, float cy = -1); + + // Getting the next frame + cv::Mat GetNextImage(); + + // Getting the most recent grayscale frame (need to call GetNextImage first) + cv::Mat_ GetGrayFrame(); + + // Parameters describing the sequence and it's progress (what's the proportion of images opened) + double GetProgress(); + + int image_width; + int image_height; + + float fx, fy, cx, cy; + + // Name of the video file, image directory, or the webcam + std::string name; + + private: + + // Storing the latest captures + cv::Mat latest_frame; + cv::Mat latest_gray_frame; + + // Keeping track of how many files are read and the filenames + size_t frame_num; + std::vector image_files; + + void SetCameraIntrinsics(float fx, float fy, float cx, float cy); + + // TODO make sure that can set fx, fy externally + bool image_intrinsics_set; + + // TODO make sure the error message makes sense + bool no_input_specified; + + }; +} +#endif \ No newline at end of file diff --git a/lib/local/Utilities/include/SequenceCapture.h b/lib/local/Utilities/include/SequenceCapture.h index 769b2e2..1b42143 100644 --- a/lib/local/Utilities/include/SequenceCapture.h +++ b/lib/local/Utilities/include/SequenceCapture.h @@ -120,8 +120,6 @@ namespace Utilities // Length of video allowing to assess progress size_t vid_length; - bool img_grabbed; - // If using a webcam, helps to keep track of time int64 start_time; diff --git a/lib/local/Utilities/src/ImageCapture.cpp b/lib/local/Utilities/src/ImageCapture.cpp new file mode 100644 index 0000000..78920e9 --- /dev/null +++ b/lib/local/Utilities/src/ImageCapture.cpp @@ -0,0 +1,355 @@ +/////////////////////////////////////////////////////////////////////////////// +// Copyright (C) 2017, Tadas Baltrusaitis, all rights reserved. +// +// ACADEMIC OR NON-PROFIT ORGANIZATION NONCOMMERCIAL RESEARCH USE ONLY +// +// BY USING OR DOWNLOADING THE SOFTWARE, YOU ARE AGREEING TO THE TERMS OF THIS LICENSE AGREEMENT. +// IF YOU DO NOT AGREE WITH THESE TERMS, YOU MAY NOT USE OR DOWNLOAD THE SOFTWARE. +// +// License can be found in OpenFace-license.txt +// +// * Any publications arising from the use of this software, including but +// not limited to academic journal and conference publications, technical +// reports and manuals, must cite at least one of the following works: +// +// OpenFace: an open source facial behavior analysis toolkit +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency +// in IEEE Winter Conference on Applications of Computer Vision, 2016 +// +// Rendering of Eyes for Eye-Shape Registration and Gaze Estimation +// Erroll Wood, Tadas Baltrušaitis, Xucong Zhang, Yusuke Sugano, Peter Robinson, and Andreas Bulling +// in IEEE International. Conference on Computer Vision (ICCV), 2015 +// +// Cross-dataset learning and person-speci?c normalisation for automatic Action Unit detection +// Tadas Baltrušaitis, Marwa Mahmoud, and Peter Robinson +// in Facial Expression Recognition and Analysis Challenge, +// IEEE International Conference on Automatic Face and Gesture Recognition, 2015 +// +// Constrained Local Neural Fields for robust facial landmark detection in the wild. +// Tadas Baltrušaitis, Peter Robinson, and Louis-Philippe Morency. +// in IEEE Int. Conference on Computer Vision Workshops, 300 Faces in-the-Wild Challenge, 2013. +// +/////////////////////////////////////////////////////////////////////////////// + +#include "ImageCapture.h" + +#include + +// Boost includes +#include +#include +#include + +// OpenCV includes +#include + +using namespace Utilities; + +#define INFO_STREAM( stream ) \ +std::cout << stream << std::endl + +#define WARN_STREAM( stream ) \ +std::cout << "Warning: " << stream << std::endl + +#define ERROR_STREAM( stream ) \ +std::cout << "Error: " << stream << std::endl + +bool ImageCapture::Open(std::vector& arguments) +{ + + // Consuming the input arguments + bool* valid = new bool[arguments.size()]; + + for (size_t i = 0; i < arguments.size(); ++i) + { + valid[i] = true; + } + + // Some default values + std::string input_root = ""; + fx = -1; fy = -1; cx = -1; cy = -1; + frame_num = 0; + + std::string separator = std::string(1, boost::filesystem::path::preferred_separator); + + // First check if there is a root argument (so that videos and input directories could be defined more easily) + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-root") == 0) + { + input_root = arguments[i + 1] + separator; + i++; + } + if (arguments[i].compare("-inroot") == 0) + { + input_root = arguments[i + 1] + separator; + i++; + } + } + + std::string input_directory; + + bool directory_found = false; + + std::vector input_image_files; + + for (size_t i = 0; i < arguments.size(); ++i) + { + if (arguments[i].compare("-f") == 0) + { + input_image_files.push_back(input_root + arguments[i + 1]); + valid[i] = false; + valid[i + 1] = false; + i++; + } + else if (arguments[i].compare("-fdir") == 0) + { + if (directory_found) + { + WARN_STREAM("Input directory already found, using the first one:" + input_directory); + } + else + { + input_directory = (input_root + arguments[i + 1]); + valid[i] = false; + valid[i + 1] = false; + i++; + directory_found = true; + } + } + else if (arguments[i].compare("-fx") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> fx; + i++; + } + else if (arguments[i].compare("-fy") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> fy; + i++; + } + else if (arguments[i].compare("-cx") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> cx; + i++; + } + else if (arguments[i].compare("-cy") == 0) + { + std::stringstream data(arguments[i + 1]); + data >> cy; + i++; + } + } + + for (int i = (int)arguments.size() - 1; i >= 0; --i) + { + if (!valid[i]) + { + arguments.erase(arguments.begin() + i); + } + } + + // Based on what was read in open the sequence + if (!input_image_files.empty()) + { + return OpenImageFiles(input_image_files, fx, fy, cx, cy); + } + if (!input_directory.empty()) + { + return OpenDirectory(input_directory, fx, fy, cx, cy); + } + + // If no input found return false and set a flag for it + no_input_specified = true; + + return false; +} + +// TODO proper destructors and move constructors + +bool ImageCapture::OpenImageFiles(const std::vector& image_files, float fx, float fy, float cx, float cy) +{ + + no_input_specified = false; + + latest_frame = cv::Mat(); + latest_gray_frame = cv::Mat(); + this->image_files = image_files; + + // Allow for setting the camera intrinsics, but have to be the same ones for every image + if (fx != -1 && fy != -1 && cx != -1 && cy != -1) + { + image_intrinsics_set = true; + this->fx = fx; + this->fy = fy; + this->cx = cx; + this->cy = cy; + } + + return true; + +} + +bool ImageCapture::OpenDirectory(std::string directory, float fx, float fy, float cx, float cy) +{ + INFO_STREAM("Attempting to read from directory: " << directory); + + no_input_specified = false; + + image_files.clear(); + + boost::filesystem::path image_directory(directory); + std::vector file_in_directory; + copy(boost::filesystem::directory_iterator(image_directory), boost::filesystem::directory_iterator(), back_inserter(file_in_directory)); + + // Sort the images in the directory first + sort(file_in_directory.begin(), file_in_directory.end()); + + std::vector curr_dir_files; + + for (std::vector::const_iterator file_iterator(file_in_directory.begin()); file_iterator != file_in_directory.end(); ++file_iterator) + { + // Possible image extension .jpg and .png + if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".jpeg") == 0 || file_iterator->extension().string().compare(".png") == 0 || file_iterator->extension().string().compare(".bmp") == 0) + { + curr_dir_files.push_back(file_iterator->string()); + } + } + + image_files = curr_dir_files; + + if (image_files.empty()) + { + std::cout << "No images found in the directory: " << directory << std::endl; + return false; + } + + // Allow for setting the camera intrinsics, but have to be the same ones for every image + if (fx != -1 && fy != -1 && cx != -1 && cy != -1) + { + image_intrinsics_set = true; + this->fx = fx; + this->fy = fy; + this->cx = cx; + this->cy = cy; + } + + return true; + +} + +// TODO this should be shared somewhere +void convertToGrayscale(const cv::Mat& in, cv::Mat& out) +{ + if (in.channels() == 3) + { + // Make sure it's in a correct format + if (in.depth() != CV_8U) + { + if (in.depth() == CV_16U) + { + cv::Mat tmp = in / 256; + tmp.convertTo(tmp, CV_8U); + cv::cvtColor(tmp, out, CV_BGR2GRAY); + } + } + else + { + cv::cvtColor(in, out, CV_BGR2GRAY); + } + } + else if (in.channels() == 4) + { + cv::cvtColor(in, out, CV_BGRA2GRAY); + } + else + { + if (in.depth() == CV_16U) + { + cv::Mat tmp = in / 256; + out = tmp.clone(); + } + else if (in.depth() != CV_8U) + { + in.convertTo(out, CV_8U); + } + else + { + out = in.clone(); + } + } +} + +void ImageCapture::SetCameraIntrinsics(float fx, float fy, float cx, float cy) +{ + // If optical centers are not defined just use center of image + if (cx == -1) + { + this->cx = this->image_width / 2.0f; + this->cy = this->image_height / 2.0f; + } + else + { + this->cx = cx; + this->cy = cy; + } + // Use a rough guess-timate of focal length + if (fx == -1) + { + this->fx = 500.0f * (this->image_width / 640.0f); + this->fy = 500.0f * (this->image_height / 480.0f); + + this->fx = (this->fx + this->fy) / 2.0f; + this->fy = this->fx; + } + else + { + this->fx = fx; + this->fy = fy; + } +} + +cv::Mat ImageCapture::GetNextImage() +{ + frame_num++; + if (image_files.empty() || frame_num - 1 > image_files.size()) + { + // Indicate lack of success by returning an empty image + latest_frame = cv::Mat(); + } + + latest_frame = cv::imread(image_files[frame_num - 1], -1); + + if (latest_frame.empty()) + { + ERROR_STREAM("Could not open the image: " + image_files[frame_num - 1]); + } + + image_height = latest_frame.size().height; + image_width = latest_frame.size().width; + + // Reset the intrinsics for every image if they are not set globally + if (!image_intrinsics_set) + { + SetCameraIntrinsics(-1, -1, -1, -1); + } + + // Set the grayscale frame + convertToGrayscale(latest_frame, latest_gray_frame); + + this->name = boost::filesystem::path(image_files[frame_num - 1]).filename().replace_extension("").string(); + + return latest_frame; +} + +double ImageCapture::GetProgress() +{ + return (double)frame_num / (double)image_files.size(); +} + +cv::Mat_ ImageCapture::GetGrayFrame() +{ + return latest_gray_frame; +} \ No newline at end of file From 8947395ca59b24620c50bed484170e7588403670 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 19:59:08 +0000 Subject: [PATCH 062/141] Working on a new image interface. --- exe/FaceLandmarkImg/FaceLandmarkImg.cpp | 95 ++++++++-------------- lib/local/Utilities/include/ImageCapture.h | 10 ++- lib/local/Utilities/src/ImageCapture.cpp | 56 ++++++++++++- 3 files changed, 98 insertions(+), 63 deletions(-) diff --git a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp index 6133cde..760dfbd 100644 --- a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp +++ b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp @@ -54,6 +54,13 @@ #include #include +#include +#include +#include +#include +#include + + #ifndef CONFIG_DIR #define CONFIG_DIR "~" #endif @@ -141,84 +148,52 @@ int main (int argc, char **argv) //Convert arguments to more convenient vector form vector arguments = get_arguments(argc, argv); - // Some initial parameters that can be overriden from command line - vector files, output_images, output_landmark_locations, output_pose_locations; + // Prepare for image reading + Utilities::ImageCapture image_reader; - // Bounding boxes for a face in each image (optional) - vector > bounding_boxes; - - LandmarkDetector::get_image_input_output_params(files, output_landmark_locations, output_pose_locations, output_images, bounding_boxes, arguments); - LandmarkDetector::FaceModelParameters det_parameters(arguments); + // A utility for visualizing the results + Utilities::Visualizer visualizer(arguments); + + // The sequence reader chooses what to open based on command line arguments provided + if (!image_reader.Open(arguments)) + { + cout << "Could not open any images" << endl; + return 1; + } + + // Load the models if images found + LandmarkDetector::FaceModelParameters det_parameters(arguments); // No need to validate detections, as we're not doing tracking det_parameters.validate_detections = false; - // Grab camera parameters if provided (only used for pose and eye gaze and are quite important for accurate estimates) - float fx = 0, fy = 0, cx = 0, cy = 0; - int device = -1; - LandmarkDetector::get_camera_params(device, fx, fy, cx, cy, arguments); - - // If cx (optical axis centre) is undefined will use the image size/2 as an estimate - bool cx_undefined = false; - bool fx_undefined = false; - if (cx == 0 || cy == 0) - { - cx_undefined = true; - } - if (fx == 0 || fy == 0) - { - fx_undefined = true; - } - // The modules that are being used for tracking cout << "Loading the model" << endl; - LandmarkDetector::CLNF clnf_model(det_parameters.model_location); + LandmarkDetector::CLNF face_model(det_parameters.model_location); cout << "Model loaded" << endl; - - cv::CascadeClassifier classifier(det_parameters.face_detector_location); - dlib::frontal_face_detector face_detector_hog = dlib::get_frontal_face_detector(); // Load facial feature extractor and AU analyser (make sure it is static) FaceAnalysis::FaceAnalyserParameters face_analysis_params(arguments); face_analysis_params.OptimizeForImages(); FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params); - bool visualise = !det_parameters.quiet_mode; - // Do some image loading - for(size_t i = 0; i < files.size(); i++) + // If bounding boxes not provided, use a face detector + cv::CascadeClassifier classifier(det_parameters.face_detector_location); + dlib::frontal_face_detector face_detector_hog = dlib::get_frontal_face_detector(); + + cv::Mat captured_image; + + captured_image = image_reader.GetNextImage(); + + cout << "Starting tracking" << endl; + while (!captured_image.empty()) { - string file = files.at(i); - // Loading image - cv::Mat read_image = cv::imread(file, -1); + Utilities::RecorderOpenFaceParameters recording_params(arguments, false); + Utilities::RecorderOpenFace open_face_rec(image_reader.name, recording_params, arguments); - if (read_image.empty()) - { - cout << "Could not read the input image" << endl; - return 1; - } - // Making sure the image is in uchar grayscale - cv::Mat_ grayscale_image; - convert_to_grayscale(read_image, grayscale_image); - - - // If optical centers are not defined just use center of image - if (cx_undefined) - { - cx = grayscale_image.cols / 2.0f; - cy = grayscale_image.rows / 2.0f; - } - // Use a rough guess-timate of focal length - if (fx_undefined) - { - fx = 500 * (grayscale_image.cols / 640.0); - fy = 500 * (grayscale_image.rows / 480.0); - - fx = (fx + fy) / 2.0; - fy = fx; - } - + cv::Mat_ grayscale_image = image_reader.GetGrayFrame(); // if no pose defined we just use a face detector if(bounding_boxes.empty()) diff --git a/lib/local/Utilities/include/ImageCapture.h b/lib/local/Utilities/include/ImageCapture.h index 9d239a9..1d8758a 100644 --- a/lib/local/Utilities/include/ImageCapture.h +++ b/lib/local/Utilities/include/ImageCapture.h @@ -65,7 +65,7 @@ namespace Utilities // Direct opening // Image sequence in the directory - bool OpenDirectory(std::string directory, float fx = -1, float fy = -1, float cx = -1, float cy = -1); + bool OpenDirectory(std::string directory, std::string bbox_directory="", float fx = -1, float fy = -1, float cx = -1, float cy = -1); // Video file bool OpenImageFiles(const std::vector& image_files, float fx = -1, float fy = -1, float cx = -1, float cy = -1); @@ -76,6 +76,9 @@ namespace Utilities // Getting the most recent grayscale frame (need to call GetNextImage first) cv::Mat_ GetGrayFrame(); + // Return bounding boxes associated with the image (if defined) + std::vector > GetBoundingBoxes(); + // Parameters describing the sequence and it's progress (what's the proportion of images opened) double GetProgress(); @@ -87,6 +90,8 @@ namespace Utilities // Name of the video file, image directory, or the webcam std::string name; + bool has_bounding_boxes; + private: // Storing the latest captures @@ -97,6 +102,9 @@ namespace Utilities size_t frame_num; std::vector image_files; + // Could optionally read the bounding box locations from files (each image could have multiple bounding boxes) + std::vector > > bounding_boxes; + void SetCameraIntrinsics(float fx, float fy, float cx, float cy); // TODO make sure that can set fx, fy externally diff --git a/lib/local/Utilities/src/ImageCapture.cpp b/lib/local/Utilities/src/ImageCapture.cpp index 78920e9..93dfb63 100644 --- a/lib/local/Utilities/src/ImageCapture.cpp +++ b/lib/local/Utilities/src/ImageCapture.cpp @@ -88,8 +88,10 @@ bool ImageCapture::Open(std::vector& arguments) } std::string input_directory; + std::string bbox_directory; bool directory_found = false; + has_bounding_boxes = false; std::vector input_image_files; @@ -117,6 +119,14 @@ bool ImageCapture::Open(std::vector& arguments) directory_found = true; } } + else if (arguments[i].compare("-bboxdir") == 0) + { + bbox_directory = (input_root + arguments[i + 1]); + valid[i] = false; + valid[i + 1] = false; + has_bounding_boxes = true; + i++; + } else if (arguments[i].compare("-fx") == 0) { std::stringstream data(arguments[i + 1]); @@ -158,7 +168,7 @@ bool ImageCapture::Open(std::vector& arguments) } if (!input_directory.empty()) { - return OpenDirectory(input_directory, fx, fy, cx, cy); + return OpenDirectory(input_directory, bbox_directory, fx, fy, cx, cy); } // If no input found return false and set a flag for it @@ -192,7 +202,7 @@ bool ImageCapture::OpenImageFiles(const std::vector& image_files, f } -bool ImageCapture::OpenDirectory(std::string directory, float fx, float fy, float cx, float cy) +bool ImageCapture::OpenDirectory(std::string directory, std::string bbox_directory, float fx, float fy, float cx, float cy) { INFO_STREAM("Attempting to read from directory: " << directory); @@ -215,6 +225,36 @@ bool ImageCapture::OpenDirectory(std::string directory, float fx, float fy, floa if (file_iterator->extension().string().compare(".jpg") == 0 || file_iterator->extension().string().compare(".jpeg") == 0 || file_iterator->extension().string().compare(".png") == 0 || file_iterator->extension().string().compare(".bmp") == 0) { curr_dir_files.push_back(file_iterator->string()); + + // If bounding box directory is specified, read the bounding boxes from it + if (!bbox_directory.empty()) + { + boost::filesystem::path current_file = *file_iterator; + boost::filesystem::path bbox_file = current_file.replace_extension("txt"); + + // If there is a bounding box file push it to the list of bounding boxes + if (boost::filesystem::exists(bbox_file)) + { + std::ifstream in_bbox(bbox_file.string().c_str(), std::ios_base::in); + + std::vector > bboxes_image; + while (!in_bbox.eof()) + { + double min_x, min_y, max_x, max_y; + + in_bbox >> min_x >> min_y >> max_x >> max_y; + bboxes_image.push_back(cv::Rect_(min_x, min_y, max_x - min_x, max_y - min_y)); + } + in_bbox.close(); + + bounding_boxes.push_back(bboxes_image); + } + + } + else + { + ERROR_STREAM("Could not find the corresponding bounding box for file:" + file_iterator->string()); + } } } @@ -344,6 +384,18 @@ cv::Mat ImageCapture::GetNextImage() return latest_frame; } +std::vector > ImageCapture::GetBoundingBoxes() +{ + if (!bounding_boxes.empty()) + { + return bounding_boxes[frame_num - 1]; + } + else + { + return std::vector >(); + } +} + double ImageCapture::GetProgress() { return (double)frame_num / (double)image_files.size(); From 726cca5d59dc79e7d8d695e6b1b740f9231fda89 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 20:04:30 +0000 Subject: [PATCH 063/141] Updating another script with a new interface. --- .../Feature Point Experiments/run_yt_dataset.m | 15 ++++++--------- 1 file changed, 6 insertions(+), 9 deletions(-) diff --git a/matlab_runners/Feature Point Experiments/run_yt_dataset.m b/matlab_runners/Feature Point Experiments/run_yt_dataset.m index 35738ff..6a05d66 100644 --- a/matlab_runners/Feature Point Experiments/run_yt_dataset.m +++ b/matlab_runners/Feature Point Experiments/run_yt_dataset.m @@ -26,15 +26,14 @@ database_root = [database_root, '/ytceleb/']; in_vids = dir([database_root '/*.avi']); -command = executable; -command = cat(2, command, ' -2Dfp '); +command = sprintf('%s -2Dfp -out_dir "%s" ', executable, output); % add all videos to single argument list (so as not to load the model anew % for every video) for i=1:numel(in_vids) in_file_name = [database_root, '/', in_vids(i).name]; - command = cat(2, command, [' -f "' in_file_name '" -of "' output '"']); + command = cat(2, command, [' -f "' in_file_name '" ']); end if(isunix) @@ -49,16 +48,14 @@ output = 'yt_features_clm/'; if(~exist(output, 'file')) mkdir(output) end - -command = executable; -command = cat(2, command, ' -mloc model/main_clm_general.txt '); -command = cat(2, command, ' -2Dfp '); + +command = sprintf('%s -2Dfp -out_dir "%s -mloc model/main_clm_general.txt " ', executable, output); % add all videos to single argument list (so as not to load the model anew % for every video) for i=1:numel(in_vids) in_file_name = [database_root, '/', in_vids(i).name]; - command = cat(2, command, [' -f "' in_file_name '" -of "' output '"']); + command = cat(2, command, [' -f "' in_file_name '"']); end if(isunix) @@ -85,7 +82,7 @@ for i = 1:numel(files_yt) pred_landmarks(:,1,:) = xs'; pred_landmarks(:,2,:) = ys'; - pred_landmarks_clm = dlmread([d_loc_clm, files_yt(i).name], ',', 1, 0); + pred_landmarks_clm = dlmread([d_loc_clm, files_yt(i).name], ',', 1, 0); pred_landmarks_clm = pred_landmarks_clm(:,5:end); xs = pred_landmarks_clm(:, 1:end/2); From 553ee9213fa7c0f2e58914ce5b978f17f60ad25f Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 20:06:59 +0000 Subject: [PATCH 064/141] Project update --- exe/FaceLandmarkImg/FaceLandmarkImg.vcxproj | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/exe/FaceLandmarkImg/FaceLandmarkImg.vcxproj b/exe/FaceLandmarkImg/FaceLandmarkImg.vcxproj index 08de70a..832360d 100644 --- a/exe/FaceLandmarkImg/FaceLandmarkImg.vcxproj +++ b/exe/FaceLandmarkImg/FaceLandmarkImg.vcxproj @@ -112,7 +112,7 @@ Level3 Disabled WIN32;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) StreamingSIMDExtensions2 true @@ -127,7 +127,7 @@ Level3 Disabled WIN64;_DEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) AdvancedVectorExtensions true @@ -144,7 +144,7 @@ true true WIN32;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false StreamingSIMDExtensions2 true @@ -164,7 +164,7 @@ true true WIN64;NDEBUG;_CONSOLE;%(PreprocessorDefinitions) - $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;%(AdditionalIncludeDirectories) + $(SolutionDir)\lib\local\LandmarkDetector\include;$(SolutionDir)\lib\local\FaceAnalyser\include;$(SolutionDir)\lib\local\GazeAnalyser\include;$(SolutionDir)\lib\local\Utilities\include;%(AdditionalIncludeDirectories) false AdvancedVectorExtensions true @@ -189,6 +189,9 @@ {bdc1d107-de17-4705-8e7b-cdde8bfb2bf8} + + {8e741ea2-9386-4cf2-815e-6f9b08991eac} + From c547b380b67385068fdea838f91b61db7349d861 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 20:19:11 +0000 Subject: [PATCH 065/141] Clearer error reporting. --- lib/local/Utilities/src/RecorderOpenFace.cpp | 5 +++++ matlab_runners/Feature Point Experiments/run_yt_dataset.m | 2 +- 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/lib/local/Utilities/src/RecorderOpenFace.cpp b/lib/local/Utilities/src/RecorderOpenFace.cpp index 965424f..2feb8ca 100644 --- a/lib/local/Utilities/src/RecorderOpenFace.cpp +++ b/lib/local/Utilities/src/RecorderOpenFace.cpp @@ -130,6 +130,11 @@ RecorderOpenFace::RecorderOpenFace(const std::string in_filename, RecorderOpenFa // Write in the of file what we are outputing what is the input etc. metadata_file.open(of_det_name.string(), std::ios_base::out); + if (!metadata_file.is_open()) + { + cout << "ERROR: could not open the output file:" << of_det_name << ", either the path of the output directory is wrong or you do not have the permissions to write to it" << endl; + exit(1); + } // Populate the metadata file metadata_file << "Input:" << in_filename << endl; diff --git a/matlab_runners/Feature Point Experiments/run_yt_dataset.m b/matlab_runners/Feature Point Experiments/run_yt_dataset.m index 6a05d66..c99d254 100644 --- a/matlab_runners/Feature Point Experiments/run_yt_dataset.m +++ b/matlab_runners/Feature Point Experiments/run_yt_dataset.m @@ -49,7 +49,7 @@ if(~exist(output, 'file')) mkdir(output) end -command = sprintf('%s -2Dfp -out_dir "%s -mloc model/main_clm_general.txt " ', executable, output); +command = sprintf('%s -2Dfp -out_dir "%s" -mloc model/main_clm_general.txt ', executable, output); % add all videos to single argument list (so as not to load the model anew % for every video) From a87377d70e43da00e8c86cebb6aaa5ca056f10df Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 20:23:02 +0000 Subject: [PATCH 066/141] Another fix for adapting the new interface experiments. --- matlab_runners/Feature Point Experiments/run_yt_dataset.m | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/matlab_runners/Feature Point Experiments/run_yt_dataset.m b/matlab_runners/Feature Point Experiments/run_yt_dataset.m index c99d254..d41c832 100644 --- a/matlab_runners/Feature Point Experiments/run_yt_dataset.m +++ b/matlab_runners/Feature Point Experiments/run_yt_dataset.m @@ -91,7 +91,7 @@ for i = 1:numel(files_yt) pred_landmarks_clm(:,1,:) = xs'; pred_landmarks_clm(:,2,:) = ys'; - load([database_root, name(1:end-3), '.mat']); + load([database_root, name, '.mat']); preds_all = cat(3, preds_all, pred_landmarks); preds_all_clm = cat(3, preds_all_clm, pred_landmarks_clm); gts_all = cat(3, gts_all, labels); From 475f6b9dfa57eb649909ff3758572b3549b17480 Mon Sep 17 00:00:00 2001 From: Tadas Baltrusaitis Date: Tue, 14 Nov 2017 20:36:58 +0000 Subject: [PATCH 067/141] More model simplification, getting there with img. --- exe/FaceLandmarkImg/FaceLandmarkImg.cpp | 201 ++---------------- .../results/fps_yt.mat | Bin 5120508 -> 5120561 bytes 2 files changed, 20 insertions(+), 181 deletions(-) diff --git a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp index 760dfbd..76f06ed 100644 --- a/exe/FaceLandmarkImg/FaceLandmarkImg.cpp +++ b/exe/FaceLandmarkImg/FaceLandmarkImg.cpp @@ -138,7 +138,7 @@ void create_display_image(const cv::Mat& orig, cv::Mat& display_image, LandmarkD } - LandmarkDetector::Draw(display_image, clnf_model); + //LandmarkDetector::Draw(display_image, clnf_model); } @@ -176,7 +176,6 @@ int main (int argc, char **argv) face_analysis_params.OptimizeForImages(); FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params); - // If bounding boxes not provided, use a face detector cv::CascadeClassifier classifier(det_parameters.face_detector_location); dlib::frontal_face_detector face_detector_hog = dlib::get_frontal_face_detector(); @@ -195,33 +194,36 @@ int main (int argc, char **argv) // Making sure the image is in uchar grayscale cv::Mat_ grayscale_image = image_reader.GetGrayFrame(); - // if no pose defined we just use a face detector - if(bounding_boxes.empty()) - { - // Detect faces in an image vector > face_detections; - if(det_parameters.curr_face_detector == LandmarkDetector::FaceModelParameters::HOG_SVM_DETECTOR) + if (image_reader.has_bounding_boxes) { - vector confidences; - LandmarkDetector::DetectFacesHOG(face_detections, grayscale_image, face_detector_hog, confidences); + face_detections = image_reader.GetBoundingBoxes(); } else { - LandmarkDetector::DetectFaces(face_detections, grayscale_image, classifier); + if (det_parameters.curr_face_detector == LandmarkDetector::FaceModelParameters::HOG_SVM_DETECTOR) + { + vector confidences; + LandmarkDetector::DetectFacesHOG(face_detections, grayscale_image, face_detector_hog, confidences); + } + else + { + LandmarkDetector::DetectFaces(face_detections, grayscale_image, classifier); + } } // Detect landmarks around detected faces int face_det = 0; // perform landmark detection for every face detected - for(size_t face=0; face < face_detections.size(); ++face) + for (size_t face = 0; face < face_detections.size(); ++face) { // if there are multiple detections go through them - bool success = LandmarkDetector::DetectLandmarksInImage(grayscale_image, face_detections[face], clnf_model, det_parameters); + bool success = LandmarkDetector::DetectLandmarksInImage(grayscale_image, face_detections[face], face_model, det_parameters); // Estimate head pose and eye gaze - cv::Vec6d headPose = LandmarkDetector::GetPose(clnf_model, fx, fy, cx, cy); + cv::Vec6d headPose = LandmarkDetector::GetPose(face_model, image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy); // Gaze tracking, absolute gaze direction cv::Point3f gazeDirection0(0, 0, -1); @@ -230,180 +232,17 @@ int main (int argc, char **argv) if (success && det_parameters.track_gaze) { - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection0, fx, fy, cx, cy, true); - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection1, fx, fy, cx, cy, false); + GazeAnalysis::EstimateGaze(face_model, gazeDirection0, image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy, true); + GazeAnalysis::EstimateGaze(face_model, gazeDirection1, image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy, false); gazeAngle = GazeAnalysis::GetGazeAngle(gazeDirection0, gazeDirection1); } - auto ActionUnits = face_analyser.PredictStaticAUs(read_image, clnf_model.detected_landmarks, false); + auto ActionUnits = face_analyser.PredictStaticAUs(captured_image, face_model.detected_landmarks); - // Writing out the detected landmarks (in an OS independent manner) - if(!output_landmark_locations.empty()) - { - char name[100]; - // append detection number (in case multiple faces are detected) - sprintf(name, "_det_%d", face_det); - - // Construct the output filename - boost::filesystem::path slash("/"); - std::string preferredSlash = slash.make_preferred().string(); - - boost::filesystem::path out_feat_path(output_landmark_locations.at(i)); - boost::filesystem::path dir = out_feat_path.parent_path(); - boost::filesystem::path fname = out_feat_path.filename().replace_extension(""); - boost::filesystem::path ext = out_feat_path.extension(); - string outfeatures = dir.string() + preferredSlash + fname.string() + string(name) + ext.string(); - write_out_landmarks(outfeatures, clnf_model, headPose, gazeDirection0, gazeDirection1, gazeAngle, ActionUnits.first, ActionUnits.second, det_parameters.track_gaze); - } - - if (!output_pose_locations.empty()) - { - char name[100]; - // append detection number (in case multiple faces are detected) - sprintf(name, "_det_%d", face_det); - - // Construct the output filename - boost::filesystem::path slash("/"); - std::string preferredSlash = slash.make_preferred().string(); - - boost::filesystem::path out_pose_path(output_pose_locations.at(i)); - boost::filesystem::path dir = out_pose_path.parent_path(); - boost::filesystem::path fname = out_pose_path.filename().replace_extension(""); - boost::filesystem::path ext = out_pose_path.extension(); - string outfeatures = dir.string() + preferredSlash + fname.string() + string(name) + ext.string(); - write_out_pose_landmarks(outfeatures, clnf_model.GetShape(fx, fy, cx, cy), headPose, gazeDirection0, gazeDirection1); - - } - - if (det_parameters.track_gaze) - { - cv::Vec6d pose_estimate_to_draw = LandmarkDetector::GetPose(clnf_model, fx, fy, cx, cy); - - // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(read_image, pose_estimate_to_draw, cv::Scalar(255.0, 0, 0), 3, fx, fy, cx, cy); - GazeAnalysis::DrawGaze(read_image, clnf_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); - } - - // displaying detected landmarks - cv::Mat display_image; - create_display_image(read_image, display_image, clnf_model); - - if(visualise && success) - { - imshow("colour", display_image); - cv::waitKey(1); - } - - // Saving the display images (in an OS independent manner) - if(!output_images.empty() && success) - { - string outimage = output_images.at(i); - if(!outimage.empty()) - { - char name[100]; - sprintf(name, "_det_%d", face_det); - - boost::filesystem::path slash("/"); - std::string preferredSlash = slash.make_preferred().string(); - - // append detection number - boost::filesystem::path out_feat_path(outimage); - boost::filesystem::path dir = out_feat_path.parent_path(); - boost::filesystem::path fname = out_feat_path.filename().replace_extension(""); - boost::filesystem::path ext = out_feat_path.extension(); - outimage = dir.string() + preferredSlash + fname.string() + string(name) + ext.string(); - create_directory_from_file(outimage); - bool write_success = cv::imwrite(outimage, display_image); - - if (!write_success) - { - cout << "Could not output a processed image" << endl; - return 1; - } - - } - - } - - if(success) - { - face_det++; - } + // TODO visualize + // TODO record } - } - else - { - // Have provided bounding boxes - LandmarkDetector::DetectLandmarksInImage(grayscale_image, bounding_boxes[i], clnf_model, det_parameters); - - // Estimate head pose and eye gaze - cv::Vec6d headPose = LandmarkDetector::GetPose(clnf_model, fx, fy, cx, cy); - - // Gaze tracking, absolute gaze direction - cv::Point3f gazeDirection0(0, 0, -1); - cv::Point3f gazeDirection1(0, 0, -1); - cv::Vec2d gazeAngle(0, 0); - - if (det_parameters.track_gaze) - { - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection0, fx, fy, cx, cy, true); - GazeAnalysis::EstimateGaze(clnf_model, gazeDirection1, fx, fy, cx, cy, false); - gazeAngle = GazeAnalysis::GetGazeAngle(gazeDirection0, gazeDirection1); - } - - auto ActionUnits = face_analyser.PredictStaticAUs(read_image, clnf_model.detected_landmarks, false); - - // Writing out the detected landmarks - if(!output_landmark_locations.empty()) - { - string outfeatures = output_landmark_locations.at(i); - write_out_landmarks(outfeatures, clnf_model, headPose, gazeDirection0, gazeDirection1, gazeAngle, ActionUnits.first, ActionUnits.second, det_parameters.track_gaze); - } - - // Writing out the detected landmarks - if (!output_pose_locations.empty()) - { - string outfeatures = output_pose_locations.at(i); - write_out_pose_landmarks(outfeatures, clnf_model.GetShape(fx, fy, cx, cy), headPose, gazeDirection0, gazeDirection1); - } - - // displaying detected stuff - cv::Mat display_image; - - if (det_parameters.track_gaze) - { - cv::Vec6d pose_estimate_to_draw = LandmarkDetector::GetPose(clnf_model, fx, fy, cx, cy); - - // Draw it in reddish if uncertain, blueish if certain - LandmarkDetector::DrawBox(read_image, pose_estimate_to_draw, cv::Scalar(255.0, 0, 0), 3, fx, fy, cx, cy); - GazeAnalysis::DrawGaze(read_image, clnf_model, gazeDirection0, gazeDirection1, fx, fy, cx, cy); - } - - create_display_image(read_image, display_image, clnf_model); - - if(visualise) - { - imshow("colour", display_image); - cv::waitKey(1); - } - - if(!output_images.empty()) - { - string outimage = output_images.at(i); - if(!outimage.empty()) - { - create_directory_from_file(outimage); - bool write_success = imwrite(outimage, display_image); - - if (!write_success) - { - cout << "Could not output a processed image" << endl; - return 1; - } - } - } - } } diff --git a/matlab_runners/Feature Point 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