Fixes for experiments on BP4D and Bosphorus

matlab_runners/Action Unit Experiments/results/Bosphorus_res_class.txt

@@ -1,17 +1,17 @@
-AU1 class, Precision - 0.396, Recall - 0.724, F1 - 0.512
+AU1 class, Precision - 0.393, Recall - 0.727, F1 - 0.510
 AU2 class, Precision - 0.266, Recall - 0.850, F1 - 0.405
-AU4 class, Precision - 0.513, Recall - 0.877, F1 - 0.648
+AU4 class, Precision - 0.511, Recall - 0.874, F1 - 0.645
-AU5 class, Precision - 0.293, Recall - 0.968, F1 - 0.450
+AU5 class, Precision - 0.294, Recall - 0.968, F1 - 0.451
-AU6 class, Precision - 0.343, Recall - 0.823, F1 - 0.484
+AU6 class, Precision - 0.346, Recall - 0.833, F1 - 0.489
 AU7 class, Precision - 0.793, Recall - 0.750, F1 - 0.771
-AU9 class, Precision - 0.318, Recall - 0.960, F1 - 0.478
+AU9 class, Precision - 0.316, Recall - 0.960, F1 - 0.475
-AU10 class, Precision - 0.349, Recall - 0.769, F1 - 0.480
+AU10 class, Precision - 0.349, Recall - 0.773, F1 - 0.481
-AU12 class, Precision - 0.671, Recall - 0.863, F1 - 0.755
+AU12 class, Precision - 0.674, Recall - 0.864, F1 - 0.757
-AU14 class, Precision - 0.184, Recall - 0.872, F1 - 0.304
+AU14 class, Precision - 0.183, Recall - 0.863, F1 - 0.302
-AU15 class, Precision - 0.184, Recall - 0.858, F1 - 0.302
+AU15 class, Precision - 0.183, Recall - 0.851, F1 - 0.302
-AU17 class, Precision - 0.295, Recall - 0.886, F1 - 0.443
+AU17 class, Precision - 0.293, Recall - 0.889, F1 - 0.441
-AU20 class, Precision - 0.115, Recall - 0.930, F1 - 0.205
+AU20 class, Precision - 0.114, Recall - 0.930, F1 - 0.203
-AU23 class, Precision - 0.106, Recall - 0.874, F1 - 0.189
+AU23 class, Precision - 0.107, Recall - 0.889, F1 - 0.191
-AU25 class, Precision - 0.855, Recall - 0.871, F1 - 0.863
+AU25 class, Precision - 0.860, Recall - 0.873, F1 - 0.866
-AU26 class, Precision - 0.360, Recall - 0.813, F1 - 0.499
+AU26 class, Precision - 0.359, Recall - 0.811, F1 - 0.498
-AU45 class, Precision - 0.321, Recall - 0.768, F1 - 0.453
+AU45 class, Precision - 0.318, Recall - 0.771, F1 - 0.450

matlab_runners/Action Unit Experiments/results/Bosphorus_res_int.txt

@@ -1,17 +1,17 @@
-AU1 intensity, Corr - 0.717, RMS - 0.894, CCC - 0.667
+AU1 intensity, Corr - 0.717, RMS - 0.892, CCC - 0.668
 AU2 intensity, Corr - 0.696, RMS - 0.774, CCC - 0.625
-AU4 intensity, Corr - 0.802, RMS - 0.603, CCC - 0.775
+AU4 intensity, Corr - 0.802, RMS - 0.603, CCC - 0.776
-AU5 intensity, Corr - 0.746, RMS - 0.835, CCC - 0.639
+AU5 intensity, Corr - 0.747, RMS - 0.832, CCC - 0.640
-AU6 intensity, Corr - 0.556, RMS - 0.736, CCC - 0.532
+AU6 intensity, Corr - 0.556, RMS - 0.735, CCC - 0.533
 AU7 intensity, Corr - 0.831, RMS - 0.757, CCC - 0.804
 AU9 intensity, Corr - 0.779, RMS - 0.551, CCC - 0.738
-AU10 intensity, Corr - 0.494, RMS - 0.721, CCC - 0.473
+AU10 intensity, Corr - 0.495, RMS - 0.719, CCC - 0.475
-AU12 intensity, Corr - 0.807, RMS - 0.717, CCC - 0.751
+AU12 intensity, Corr - 0.810, RMS - 0.714, CCC - 0.753
-AU14 intensity, Corr - 0.347, RMS - 0.905, CCC - 0.278
+AU14 intensity, Corr - 0.348, RMS - 0.896, CCC - 0.280
-AU15 intensity, Corr - 0.526, RMS - 0.539, CCC - 0.447
+AU15 intensity, Corr - 0.527, RMS - 0.538, CCC - 0.448
 AU17 intensity, Corr - 0.561, RMS - 0.882, CCC - 0.484
-AU20 intensity, Corr - 0.411, RMS - 0.885, CCC - 0.282
+AU20 intensity, Corr - 0.413, RMS - 0.880, CCC - 0.285
-AU23 intensity, Corr - 0.354, RMS - 0.754, CCC - 0.268
+AU23 intensity, Corr - 0.354, RMS - 0.753, CCC - 0.268
-AU25 intensity, Corr - 0.846, RMS - 0.816, CCC - 0.813
+AU25 intensity, Corr - 0.847, RMS - 0.818, CCC - 0.811
-AU26 intensity, Corr - 0.513, RMS - 0.958, CCC - 0.464
+AU26 intensity, Corr - 0.514, RMS - 0.955, CCC - 0.465
-AU45 intensity, Corr - 0.867, RMS - 0.550, CCC - 0.848
+AU45 intensity, Corr - 0.868, RMS - 0.550, CCC - 0.848

matlab_runners/Action Unit Experiments/run_AU_prediction_BP4D.m

@@ -1,7 +1,7 @@
 clear
 
-bp4d_loc = 'D:/Datasets/FERA_2015/BP4D/BP4D-training/';
+find_BP4D;
-
+BP4D_dir = [BP4D_dir, '../BP4D-training/'];
 out_loc = './out_bp4d/';
 
 if(~exist(out_loc, 'dir'))
@@ -21,9 +21,9 @@ new_bp4d_dirs = {};
 
 % This might take some time
 for i = 1:numel(bp4d_dirs)
-    dirs = dir([bp4d_loc, '/', bp4d_dirs{i}, '/T*']);
+    dirs = dir([BP4D_dir, '/', bp4d_dirs{i}, '/T*']);
 
-    tmp_dir = [bp4d_loc, '/../tmp/', bp4d_dirs{i}, '/'];
+    tmp_dir = [BP4D_dir, '/../tmp/', bp4d_dirs{i}, '/'];
     new_bp4d_dirs = cat(1, new_bp4d_dirs, tmp_dir);
 
     if(~exist(tmp_dir, 'file'))
@@ -32,11 +32,11 @@ for i = 1:numel(bp4d_dirs)
         % Move all images and resize them
         for d=1:numel(dirs)
 
-            in_files = dir([bp4d_loc, '/', bp4d_dirs{i}, '/', dirs(d).name, '/*.jpg']);
+            in_files = dir([BP4D_dir, '/', bp4d_dirs{i}, '/', dirs(d).name, '/*.jpg']);
 
             for img_ind=1:numel(in_files)
 
-                img_file = [bp4d_loc, '/', bp4d_dirs{i}, '/', dirs(d).name, '/', in_files(img_ind).name];
+                img_file = [BP4D_dir, '/', bp4d_dirs{i}, '/', dirs(d).name, '/', in_files(img_ind).name];
                 img = imread(img_file);
                 img = imresize(img, 0.5);
                 img_out = [tmp_dir, dirs(d).name, '_', in_files(img_ind).name];

matlab_runners/Action Unit Experiments/run_AU_prediction_Bosphorus.m

@@ -48,6 +48,7 @@ end_ind = -1;
 aus_det = [];
 aus_det_id = [];
 
+%%
 while ischar(data)
     if(~isempty(findstr(data, 'au occurences:')))
         num_occurences = str2num(data(numel('au occurences:')+1:end));