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Fixes for experiments on BP4D and Bosphorus

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Tadas Baltrusaitis 2017-10-23 21:24:17 +01:00
parent 5003f74fba
commit 33ad89a670
4 changed files with 35 additions and 34 deletions
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30
matlab_runners/Action Unit Experiments/results/Bosphorus_res_class.txt
View file

@ -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
AU5 class, Precision - 0.293, Recall - 0.968, F1 - 0.450
AU6 class, Precision - 0.343, Recall - 0.823, F1 - 0.484
AU4 class, Precision - 0.511, Recall - 0.874, F1 - 0.645
AU5 class, Precision - 0.294, Recall - 0.968, F1 - 0.451
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
AU10 class, Precision - 0.349, Recall - 0.769, F1 - 0.480
AU12 class, Precision - 0.671, Recall - 0.863, F1 - 0.755
AU14 class, Precision - 0.184, Recall - 0.872, F1 - 0.304
AU15 class, Precision - 0.184, Recall - 0.858, F1 - 0.302
AU17 class, Precision - 0.295, Recall - 0.886, F1 - 0.443
AU20 class, Precision - 0.115, Recall - 0.930, F1 - 0.205
AU23 class, Precision - 0.106, Recall - 0.874, F1 - 0.189
AU25 class, Precision - 0.855, Recall - 0.871, F1 - 0.863
AU26 class, Precision - 0.360, Recall - 0.813, F1 - 0.499
AU45 class, Precision - 0.321, Recall - 0.768, F1 - 0.453
AU9 class, Precision - 0.316, Recall - 0.960, F1 - 0.475
AU10 class, Precision - 0.349, Recall - 0.773, F1 - 0.481
AU12 class, Precision - 0.674, Recall - 0.864, F1 - 0.757
AU14 class, Precision - 0.183, Recall - 0.863, F1 - 0.302
AU15 class, Precision - 0.183, Recall - 0.851, F1 - 0.302
AU17 class, Precision - 0.293, Recall - 0.889, F1 - 0.441
AU20 class, Precision - 0.114, Recall - 0.930, F1 - 0.203
AU23 class, Precision - 0.107, Recall - 0.889, F1 - 0.191
AU25 class, Precision - 0.860, Recall - 0.873, F1 - 0.866
AU26 class, Precision - 0.359, Recall - 0.811, F1 - 0.498
AU45 class, Precision - 0.318, Recall - 0.771, F1 - 0.450

26
matlab_runners/Action Unit Experiments/results/Bosphorus_res_int.txt
View file

@ -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
AU5 intensity, Corr - 0.746, RMS - 0.835, CCC - 0.639
AU6 intensity, Corr - 0.556, RMS - 0.736, CCC - 0.532
AU4 intensity, Corr - 0.802, RMS - 0.603, CCC - 0.776
AU5 intensity, Corr - 0.747, RMS - 0.832, CCC - 0.640
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
AU12 intensity, Corr - 0.807, RMS - 0.717, CCC - 0.751
AU14 intensity, Corr - 0.347, RMS - 0.905, CCC - 0.278
AU15 intensity, Corr - 0.526, RMS - 0.539, CCC - 0.447
AU10 intensity, Corr - 0.495, RMS - 0.719, CCC - 0.475
AU12 intensity, Corr - 0.810, RMS - 0.714, CCC - 0.753
AU14 intensity, Corr - 0.348, RMS - 0.896, CCC - 0.280
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
AU23 intensity, Corr - 0.354, RMS - 0.754, CCC - 0.268
AU25 intensity, Corr - 0.846, RMS - 0.816, CCC - 0.813
AU26 intensity, Corr - 0.513, RMS - 0.958, CCC - 0.464
AU45 intensity, Corr - 0.867, RMS - 0.550, CCC - 0.848
AU20 intensity, Corr - 0.413, RMS - 0.880, CCC - 0.285
AU23 intensity, Corr - 0.354, RMS - 0.753, CCC - 0.268
AU25 intensity, Corr - 0.847, RMS - 0.818, CCC - 0.811
AU26 intensity, Corr - 0.514, RMS - 0.955, CCC - 0.465
AU45 intensity, Corr - 0.868, RMS - 0.550, CCC - 0.848

12
matlab_runners/Action Unit Experiments/run_AU_prediction_BP4D.m
View file

@ -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];

1
matlab_runners/Action Unit Experiments/run_AU_prediction_Bosphorus.m
View file

@ -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));