sustaining_gazes/matlab_version/AU_training/experiments/DISFA/get_balanced_fold.m

31 lines
897 B
Matlab

function [train_users, dev_users] = get_balanced_fold(DISFA_dir, users, au, prop_test, offset)
% This is for loading the labels
for i=1:numel(users)
input_train_label_files{i} = [DISFA_dir, '/ActionUnit_Labels/', users{i}, '/', users{i}];
end
% Extracting the labels
labels_train = extract_au_labels(input_train_label_files, au);
counts = zeros(numel(users),1);
for k=1:numel(users)
counts(k) = sum(labels_train((k-1)*4844+1:k*4844));
end
[sorted, inds] = sort(counts);
dev_users = users(inds(offset:round(1/prop_test):end));
train_users = setdiff(users, dev_users);
count_dev = 0;
count_train = 0;
for k=1:numel(users)
if(any(strcmp(dev_users, users{k})))
count_dev = count_dev + counts(k);
else
count_train = count_train + counts(k);
end
end
end