diff --git a/matlab_runners/Action Unit Experiments/results/BP4D_valid_res_class.txt b/matlab_runners/Action Unit Experiments/results/BP4D_valid_res_class.txt
index 6f597fa..47205c9 100644
--- a/matlab_runners/Action Unit Experiments/results/BP4D_valid_res_class.txt	
+++ b/matlab_runners/Action Unit Experiments/results/BP4D_valid_res_class.txt	
@@ -1,5 +1,5 @@
 AU1 class, Precision - 0.555, Recall - 0.533, F1 - 0.544
-AU2 class, Precision - 0.403, Recall - 0.440, F1 - 0.420
+AU2 class, Precision - 0.403, Recall - 0.439, F1 - 0.420
 AU4 class, Precision - 0.491, Recall - 0.513, F1 - 0.502
 AU6 class, Precision - 0.741, Recall - 0.776, F1 - 0.758
 AU7 class, Precision - 0.764, Recall - 0.727, F1 - 0.745
diff --git a/matlab_runners/Action Unit Experiments/run_AU_prediction_BP4D.m b/matlab_runners/Action Unit Experiments/run_AU_prediction_BP4D.m
index 86e05d3..2471b41 100644
--- a/matlab_runners/Action Unit Experiments/run_AU_prediction_BP4D.m	
+++ b/matlab_runners/Action Unit Experiments/run_AU_prediction_BP4D.m	
@@ -4,10 +4,6 @@ find_BP4D;
 BP4D_dir = [BP4D_dir, '../BP4D-training/'];
 out_loc = './out_bp4d/';
 
-if(~exist(out_loc, 'dir'))
-    mkdir(out_loc);
-end
-
 %%
 executable = '"../../x64/Release/FeatureExtraction.exe"';
 
@@ -23,7 +19,7 @@ new_bp4d_dirs = {};
 for i = 1:numel(bp4d_dirs)
     dirs = dir([BP4D_dir, '/', bp4d_dirs{i}, '/T*']);
 
-    tmp_dir = [BP4D_dir, '/../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'))
@@ -51,16 +47,9 @@ for i = 1:numel(bp4d_dirs)
 end
 %%
 
-parfor f1=1:numel(new_bp4d_dirs)
+for f1=1:numel(new_bp4d_dirs)
     
-    command = [executable ' -asvid -no2Dfp -no3Dfp -noMparams -noPose -noGaze '];
-
-    [f,~,~] = fileparts(new_bp4d_dirs{f1});
-    [~,f,~] = fileparts(f);
-    output_file = [out_loc f '.au.txt'];
-
-    command = cat(2, command, [' -fdir "' new_bp4d_dirs{f1} '" -of "' output_file '"']);
-
+    command = sprintf('%s -aus -fdir "%s" -out_dir "%s"', executable, new_bp4d_dirs{f1}, out_loc);
     dos(command);
 
 end
@@ -76,7 +65,7 @@ aus_BP4D = [1, 2, 4, 6, 7, 10, 12, 14, 15, 17, 23];
 labels_gt = cat(1, labels_gt{:});
 
 %% Identifying which column IDs correspond to which AU
-tab = readtable([out_loc, bp4d_dirs{1}, '.au.txt']);
+tab = readtable([out_loc, bp4d_dirs{1}, '.csv']);
 column_names = tab.Properties.VariableNames;
 
 % As there are both classes and intensities list and evaluate both of them
@@ -110,10 +99,9 @@ preds_all_class = [];
 
 for i=1:numel(new_bp4d_dirs)
    
-    [f,~,~] = fileparts(new_bp4d_dirs{i});
-    [~,f,~] = fileparts(f);
+    [~,f,~] = fileparts(new_bp4d_dirs{i});
     
-    fname = [out_loc, f, '.au.txt'];
+    fname = [out_loc, f, '.csv'];
     preds = dlmread(fname, ',', 1, 0);
     
     
@@ -157,7 +145,7 @@ valid_ids = cat(1, valid_ids{:});
 labels_gt = cat(1, labels_gt{:});
 
 %% Identifying which column IDs correspond to which AU
-tab = readtable([out_loc, bp4d_dirs{1}, '.au.txt']);
+tab = readtable([out_loc, bp4d_dirs{1}, '.csv']);
 column_names = tab.Properties.VariableNames;
 
 % As there are both classes and intensities list and evaluate both of them
@@ -184,10 +172,9 @@ preds_all_int = [];
 
 for i=1:numel(new_bp4d_dirs)
    
-    [f,~,~] = fileparts(new_bp4d_dirs{i});
-    [~,f,~] = fileparts(f);
-    
-    fname = [out_loc, f, '.au.txt'];
+    [~,f,~] = fileparts(new_bp4d_dirs{i});
+        
+    fname = [out_loc, f, '.csv'];
     preds = dlmread(fname, ',', 1, 0);
     
     % Read all of the intensity AUs