Video writing bug fix, work on demo scripts for feature extraction.
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a70fe65356
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4 changed files with 46 additions and 52 deletions
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@ -189,7 +189,7 @@ void RecorderOpenFace::SetObservationVisualization(const cv::Mat &vis_track)
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if (params.outputTracked())
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if (params.outputTracked())
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{
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{
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// Initialize the video writer if it has not been opened yet
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// Initialize the video writer if it has not been opened yet
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if(video_writer.isOpened())
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if(params.isSequence())
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{
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{
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std::string output_codec = params.outputCodec();
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std::string output_codec = params.outputCodec();
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try
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try
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@ -1,50 +1,24 @@
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% A demo script that demonstrates how to process a single video file using
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% OpenFace and extract and visualize all of the features
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clear
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clear
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% The location executable will depend on the OS
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if(isunix)
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if(isunix)
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executable = '"../../build/bin/FeatureExtraction"';
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executable = '"../../build/bin/FeatureExtraction"';
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else
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else
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executable = '"../../x64/Release/FeatureExtraction.exe"';
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executable = '"../../x64/Release/FeatureExtraction.exe"';
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end
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end
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output = './output_features_vid/';
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% Input file
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in_file = '../../samples/default.wmv';
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if(~exist(output, 'file'))
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% Where to store the output
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mkdir(output)
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output_dir = './processed_features/';
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end
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in_files = dir('../../samples/default.wmv');
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% This will take file after -f and output all the features to directory
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% some parameters
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% after -out_dir
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verbose = true;
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command = sprintf('%s -f "%s" -out_dir "%s" -verbose', executable, in_file, output_dir);
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command = executable;
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% Remove for a speedup
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command = cat(2, command, ' -verbose ');
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% add all videos to single argument list (so as not to load the model anew
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% for every video)
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for i=1:numel(in_files)
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inputFile = ['../../samples/', in_files(i).name];
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[~, name, ~] = fileparts(inputFile);
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% where to output tracking results
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outputFile = [output name '.txt'];
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if(~exist([output name], 'file'))
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mkdir([output name]);
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end
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outputDir_aligned = [output name];
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outputHOG_aligned = [output name '.hog'];
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output_shape_params = [output name '.params.txt'];
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command = cat(2, command, [' -f "' inputFile '" -of "' outputFile '"']);
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command = cat(2, command, [' -simalign "' outputDir_aligned '" -hogalign "' outputHOG_aligned '"' ]);
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end
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if(isunix)
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if(isunix)
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unix(command);
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unix(command);
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@ -54,15 +28,30 @@ end
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%% Demonstrating reading the output files
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%% Demonstrating reading the output files
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% First read in the column names
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% Most of the features will be in the csv file in the output directory with
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tab = readtable(outputFile);
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% the same name as the input file
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[~,name,~] = fileparts(in_file);
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output_csv = sprintf('%s/%s.csv', output_dir, name);
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% First read in the column names, to know which columns to read for
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% particular features
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tab = readtable(output_csv);
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column_names = tab.Properties.VariableNames;
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column_names = tab.Properties.VariableNames;
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all_params = dlmread(outputFile, ',', 1, 0);
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% Read all of the data
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all_params = dlmread(output_csv, ',', 1, 0);
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% This indicates which frames were succesfully tracked
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% This indicates which frames were succesfully tracked
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valid_frames = logical(all_params(:,4));
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time = all_params(valid_frames, 2);
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% Find which column contains success of tracking data and timestamp data
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valid_ind = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'success'));
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time_stamp_ind = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'timestamp'));
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% Extract tracking success data and only read those frame
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valid_frames = logical(all_params(:,valid_ind));
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% Get the timestamp data
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time_stamps = all_params(valid_frames, time_stamp_ind);
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%% Finding which header line starts with p_ (basically model params)
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%% Finding which header line starts with p_ (basically model params)
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shape_inds = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'p_'));
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shape_inds = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'p_'));
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@ -71,7 +60,7 @@ shape_inds = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'p_'));
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shape_params = all_params(valid_frames, shape_inds);
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shape_params = all_params(valid_frames, shape_inds);
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figure
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figure
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plot(time, shape_params);
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plot(time_stamps, shape_params);
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title('Shape parameters');
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title('Shape parameters');
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xlabel('Time (s)');
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xlabel('Time (s)');
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@ -113,9 +102,20 @@ xs = all_params(valid_frames, landmark_inds_x);
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ys = all_params(valid_frames, landmark_inds_y);
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ys = all_params(valid_frames, landmark_inds_y);
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zs = all_params(valid_frames, landmark_inds_z);
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zs = all_params(valid_frames, landmark_inds_z);
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eye_landmark_inds_x = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'eye_lmk_X_'));
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eye_landmark_inds_y = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'eye_lmk_Y_'));
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eye_landmark_inds_z = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'eye_lmk_Z_'));
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eye_xs = all_params(valid_frames, eye_landmark_inds_x);
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eye_ys = all_params(valid_frames, eye_landmark_inds_y);
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eye_zs = all_params(valid_frames, eye_landmark_inds_z);
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figure
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figure
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for j = 1:size(xs,1)
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for j = 1:size(xs,1)
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plot3(xs(j,:), ys(j,:), zs(j,:), '.');axis equal;
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plot3(xs(j,:), ys(j,:), zs(j,:), '.');axis equal;
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hold on;
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plot3(eye_xs(j,:), eye_ys(j,:), eye_zs(j,:), '.r');
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hold off;
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xlabel('X (mm)');
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xlabel('X (mm)');
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ylabel('Y (mm)');
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ylabel('Y (mm)');
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zlabel('Z (mm)');
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zlabel('Z (mm)');
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@ -8,12 +8,6 @@ else
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executable = '"../../x64/Release/FaceLandmarkVidMulti.exe"';
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executable = '"../../x64/Release/FaceLandmarkVidMulti.exe"';
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end
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end
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output = './demo_vid/';
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if(~exist(output, 'file'))
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mkdir(output)
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end
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in_files = dir('../../samples/multi_face.avi');
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in_files = dir('../../samples/multi_face.avi');
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model = 'model/main_clnf_general.txt'; % Trained on in the wild and multi-pie data (a CLNF model)
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model = 'model/main_clnf_general.txt'; % Trained on in the wild and multi-pie data (a CLNF model)
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@ -22,8 +22,8 @@ model = 'model/main_clnf_general.txt'; % Trained on in the wild and multi-pie da
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% Create a command that will run the tracker on set of videos and display the output
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% Create a command that will run the tracker on set of videos and display the output
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command = sprintf('%s -mloc "%s" ', executable, model);
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command = sprintf('%s -mloc "%s" ', executable, model);
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% add all videos to single argument list (so as not to load the model anew
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% add all videos to single argument list by appending -f comments
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% for every video)
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% so as not to load the model anew for every video)
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for i=1:numel(in_files)
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for i=1:numel(in_files)
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inputFile = ['../../samples/', in_files(i).name];
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inputFile = ['../../samples/', in_files(i).name];
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command = cat(2, command, [' -f "' inputFile '" ']);
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command = cat(2, command, [' -f "' inputFile '" ']);
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