sustaining_gazes/matlab_version/AU_training/experiments/BP4D/Read_geom_files_dynamic.m

57 lines
1.9 KiB
Matlab

function [geom_data, valid_ids] = Read_geom_files_dynamic(users, hog_data_dir)
geom_data = [];
valid_ids = [];
load('../../pca_generation/pdm_68_aligned_wild.mat');
for i=1:numel(users)
geom_files = dir([hog_data_dir, '/train/', users{i} '*.csv']);
geom_dir = [hog_data_dir, '/train/'];
if(isempty(geom_files))
geom_files = dir([hog_data_dir, '/devel/', users{i} '*.csv']);
geom_dir = [hog_data_dir, '/devel/'];
end
geom_data_curr = [];
for h=1:numel(geom_files)
geom_file = [geom_dir, geom_files(h).name];
[~, nm, ~] = fileparts(geom_file);
m_file = [geom_dir, '/' nm '.params.mat'];
if(~exist(m_file, 'file'))
if(i == 1)
tab = readtable(geom_file);
column_names = tab.Properties.VariableNames;
valid_ind = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'valid'));
shape_inds = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'p_'));
end
res = dlmread(geom_file, ',', 1, 0);
valid = res(:, valid_ind) > 0.7;
res = res(:, shape_inds);
% Do not consider global parameters
res = res(:, 7:end);
save(m_file, 'res', 'valid');
else
load(m_file);
end
actual_locs = res * V';
res = cat(2, actual_locs, res);
valid_ids = cat(1, valid_ids, valid);
geom_data_curr = cat(1, geom_data_curr, res);
end
geom_data_curr = bsxfun(@plus, geom_data_curr, -median(geom_data_curr));
geom_data = cat(1, geom_data, geom_data_curr);
end
end