Working towards coping without AU and eye models. Fixes to the visualizer.
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parent
51fbf805bc
commit
6e15e81777
8 changed files with 139 additions and 37 deletions
2
.gitignore
vendored
2
.gitignore
vendored
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@ -95,3 +95,5 @@ lib/3rdParty/CameraEnumerator/Release/
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lib/local/Utilities/Release/
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lib/local/Utilities/Release/
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exe/FaceLandmarkVidMulti/processed/
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exe/FaceLandmarkVidMulti/processed/
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matlab_runners/Demos/processed/multi_face_aligned/
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matlab_runners/Demos/processed/multi_face_aligned/
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exe/releases/OpenFace_0.4.1_win_x64_landmarks/
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exe/releases/OpenFace_*
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@ -127,18 +127,30 @@ int main (int argc, char **argv)
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captured_image = image_reader.GetNextImage();
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captured_image = image_reader.GetNextImage();
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if (!face_model.eye_model)
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{
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cout << "WARNING: no eye model found" << endl;
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}
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if (face_analyser.GetAUClassNames().size() == 0 && face_analyser.GetAUClassNames().size() == 0)
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{
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cout << "WARNING: no Action Unit models found" << endl;
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}
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cout << "Starting tracking" << endl;
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cout << "Starting tracking" << endl;
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while (!captured_image.empty())
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while (!captured_image.empty())
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{
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{
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Utilities::RecorderOpenFaceParameters recording_params(arguments, false, false,
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Utilities::RecorderOpenFaceParameters recording_params(arguments, false, false,
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image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy);
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image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy);
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if (!face_model.eye_model)
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{
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recording_params.setOutputGaze(false);
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}
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Utilities::RecorderOpenFace open_face_rec(image_reader.name, recording_params, arguments);
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Utilities::RecorderOpenFace open_face_rec(image_reader.name, recording_params, arguments);
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visualizer.SetImage(captured_image, image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy);
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visualizer.SetImage(captured_image, image_reader.fx, image_reader.fy, image_reader.cx, image_reader.cy);
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if (recording_params.outputGaze() && !face_model.eye_model)
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cout << "WARNING: no eye model defined, but outputting gaze" << endl;
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// Making sure the image is in uchar grayscale
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// Making sure the image is in uchar grayscale
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cv::Mat_<uchar> grayscale_image = image_reader.GetGrayFrame();
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cv::Mat_<uchar> grayscale_image = image_reader.GetGrayFrame();
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@ -104,6 +104,11 @@ int main (int argc, char **argv)
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// The modules that are being used for tracking
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// The modules that are being used for tracking
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LandmarkDetector::CLNF face_model(det_parameters.model_location);
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LandmarkDetector::CLNF face_model(det_parameters.model_location);
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if (!face_model.eye_model)
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{
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cout << "WARNING: no eye model found" << endl;
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}
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// Open a sequence
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// Open a sequence
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Utilities::SequenceCapture sequence_reader;
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Utilities::SequenceCapture sequence_reader;
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@ -158,6 +158,16 @@ int main (int argc, char **argv)
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face_analysis_params.OptimizeForImages();
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face_analysis_params.OptimizeForImages();
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FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params);
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FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params);
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if (!face_model.eye_model)
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{
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cout << "WARNING: no eye model found" << endl;
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}
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if (face_analyser.GetAUClassNames().size() == 0 && face_analyser.GetAUClassNames().size() == 0)
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{
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cout << "WARNING: no Action Unit models found" << endl;
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}
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// Open a sequence
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// Open a sequence
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Utilities::SequenceCapture sequence_reader;
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Utilities::SequenceCapture sequence_reader;
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@ -185,12 +195,13 @@ int main (int argc, char **argv)
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Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.IsWebcam(),
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Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.IsWebcam(),
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sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, sequence_reader.fps);
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sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, sequence_reader.fps);
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// Do not do AU detection on multi-face case as it is not supported
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if (!face_model.eye_model)
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recording_params.setOutputAUs(false);
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{
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recording_params.setOutputGaze(false);
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}
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Utilities::RecorderOpenFace open_face_rec(sequence_reader.name, recording_params, arguments);
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Utilities::RecorderOpenFace open_face_rec(sequence_reader.name, recording_params, arguments);
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if (recording_params.outputGaze() && !face_model.eye_model)
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cout << "WARNING: no eye model defined, but outputting gaze" << endl;
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if (sequence_reader.IsWebcam())
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if (sequence_reader.IsWebcam())
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{
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{
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@ -121,6 +121,16 @@ int main (int argc, char **argv)
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FaceAnalysis::FaceAnalyserParameters face_analysis_params(arguments);
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FaceAnalysis::FaceAnalyserParameters face_analysis_params(arguments);
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FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params);
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FaceAnalysis::FaceAnalyser face_analyser(face_analysis_params);
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if (!face_model.eye_model)
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{
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cout << "WARNING: no eye model found" << endl;
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}
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if (face_analyser.GetAUClassNames().size() == 0 && face_analyser.GetAUClassNames().size() == 0)
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{
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cout << "WARNING: no Action Unit models found" << endl;
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}
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Utilities::SequenceCapture sequence_reader;
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Utilities::SequenceCapture sequence_reader;
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// A utility for visualizing the results
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// A utility for visualizing the results
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@ -150,6 +160,10 @@ int main (int argc, char **argv)
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Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.IsWebcam(),
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Utilities::RecorderOpenFaceParameters recording_params(arguments, true, sequence_reader.IsWebcam(),
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sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, sequence_reader.fps);
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sequence_reader.fx, sequence_reader.fy, sequence_reader.cx, sequence_reader.cy, sequence_reader.fps);
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if (!face_model.eye_model)
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{
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recording_params.setOutputGaze(false);
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}
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Utilities::RecorderOpenFace open_face_rec(sequence_reader.name, recording_params, arguments);
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Utilities::RecorderOpenFace open_face_rec(sequence_reader.name, recording_params, arguments);
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if (recording_params.outputGaze() && !face_model.eye_model)
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if (recording_params.outputGaze() && !face_model.eye_model)
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@ -259,7 +259,8 @@ namespace OpenFaceDemo
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{
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{
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var au_regs = face_analyser.GetCurrentAUsReg();
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var au_regs = face_analyser.GetCurrentAUsReg();
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if(au_regs.Count > 0)
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{
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double smile = (au_regs["AU12"] + au_regs["AU06"] + au_regs["AU25"]) / 13.0;
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double smile = (au_regs["AU12"] + au_regs["AU06"] + au_regs["AU25"]) / 13.0;
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double frown = (au_regs["AU15"] + au_regs["AU17"]) / 12.0;
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double frown = (au_regs["AU15"] + au_regs["AU17"]) / 12.0;
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@ -290,6 +291,15 @@ namespace OpenFaceDemo
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brow_down_cumm = browDict[1];
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brow_down_cumm = browDict[1];
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widen_cumm = eyeDict[0];
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widen_cumm = eyeDict[0];
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wrinkle_cumm = eyeDict[1];
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wrinkle_cumm = eyeDict[1];
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}
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else
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{
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// If no AUs present disable the AU visualization
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MainGrid.ColumnDefinitions[2].Width = new GridLength(0);
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eyePlot.Visibility = Visibility.Collapsed;
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browPlot.Visibility = Visibility.Collapsed;
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smilePlot.Visibility = Visibility.Collapsed;
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}
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Dictionary<int, double> poseDict = new Dictionary<int, double>();
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Dictionary<int, double> poseDict = new Dictionary<int, double>();
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poseDict[0] = -pose[3];
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poseDict[0] = -pose[3];
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@ -78,6 +78,7 @@ namespace Utilities
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float getCy() const { return cy; }
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float getCy() const { return cy; }
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void setOutputAUs(bool output_AUs) { this->output_AUs = output_AUs; }
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void setOutputAUs(bool output_AUs) { this->output_AUs = output_AUs; }
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void setOutputGaze(bool output_gaze) { this->output_gaze = output_gaze; }
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private:
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private:
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@ -34,6 +34,7 @@
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#include <sstream>
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#include <sstream>
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#include <iomanip>
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#include <iomanip>
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#include <map>
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#include <map>
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#include <set>
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#include "Visualizer.h"
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#include "Visualizer.h"
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#include "VisualizationUtils.h"
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#include "VisualizationUtils.h"
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@ -236,7 +237,22 @@ void Visualizer::SetObservationActionUnits(const std::vector<std::pair<std::stri
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{
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{
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if(au_intensities.size() > 0 || au_occurences.size() > 0)
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if(au_intensities.size() > 0 || au_occurences.size() > 0)
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{
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{
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const int NB_AUS = 17;
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std::set<std::string> au_names;
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std::map<std::string, bool> occurences_map;
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std::map<std::string, double> intensities_map;
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for (size_t idx = 0; idx < au_intensities.size(); idx++)
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{
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au_names.insert(au_intensities[idx].first);
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intensities_map[au_intensities[idx].first] = au_intensities[idx].second;
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}
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for (size_t idx = 0; idx < au_occurences.size(); idx++)
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{
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au_names.insert(au_occurences[idx].first);
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occurences_map[au_occurences[idx].first] = au_occurences[idx].second;
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}
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const int AU_TRACKBAR_LENGTH = 400;
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const int AU_TRACKBAR_LENGTH = 400;
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const int AU_TRACKBAR_HEIGHT = 10;
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const int AU_TRACKBAR_HEIGHT = 10;
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@ -244,13 +260,46 @@ void Visualizer::SetObservationActionUnits(const std::vector<std::pair<std::stri
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const int MARGIN_X = 185;
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const int MARGIN_X = 185;
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const int MARGIN_Y = 10;
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const int MARGIN_Y = 10;
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action_units_image = cv::Mat(NB_AUS * (AU_TRACKBAR_HEIGHT + 10) + MARGIN_Y * 2, AU_TRACKBAR_LENGTH + MARGIN_X, CV_8UC3, cv::Scalar(255,255,255));
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const int nb_aus = au_names.size();
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// Do not reinitialize
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if(action_units_image.empty())
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{
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action_units_image = cv::Mat(nb_aus * (AU_TRACKBAR_HEIGHT + 10) + MARGIN_Y * 2, AU_TRACKBAR_LENGTH + MARGIN_X, CV_8UC3, cv::Scalar(255,255,255));
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}
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else
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{
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action_units_image.setTo(255);
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}
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std::map<std::string, std::pair<bool, double>> aus;
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std::map<std::string, std::pair<bool, double>> aus;
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// first, prepare a mapping "AU name" -> { present, intensity }
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// first, prepare a mapping "AU name" -> { present, intensity }
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for (size_t idx = 0; idx < au_intensities.size(); idx++) {
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for (auto au_name : au_names)
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aus[au_intensities[idx].first] = std::make_pair(au_occurences[idx].second != 0, au_intensities[idx].second);
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{
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// Insert the intensity and AU presense (as these do not always overlap check if they exist first)
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bool occurence = false;
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if (occurences_map.find(au_name) != occurences_map.end())
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{
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occurence = occurences_map[au_name] != 0;
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}
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else
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{
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// If we do not have an occurence label, trust the intensity one
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occurence = intensities_map[au_name] > 1;
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}
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double intensity = 0.0;
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if (intensities_map.find(au_name) != intensities_map.end())
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{
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intensity = intensities_map[au_name];
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}
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else
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{
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// If we do not have an intensity label, trust the occurence one
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intensity = occurences_map[au_name] == 0 ? 0 : 5;
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}
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aus[au_name] = std::make_pair(occurence, intensity);
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}
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}
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// then, build the graph
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// then, build the graph
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@ -382,12 +431,10 @@ char Visualizer::ShowObservation()
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}
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}
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if (vis_aus && !action_units_image.empty())
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if (vis_aus && !action_units_image.empty())
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{
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{
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cv::namedWindow("action units", cv::WindowFlags::WINDOW_KEEPRATIO);
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cv::imshow("action units", action_units_image);
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cv::imshow("action units", action_units_image);
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}
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}
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if (vis_track)
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if (vis_track)
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{
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{
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cv::namedWindow("tracking result", cv::WindowFlags::WINDOW_KEEPRATIO);
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cv::imshow("tracking result", captured_image);
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cv::imshow("tracking result", captured_image);
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}
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}
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return cv::waitKey(1);
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return cv::waitKey(1);
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