function [geom_data, valid_ids] = Read_geom_files_dynamic(users, vid_ids, hog_data_dir) geom_data = []; valid_ids = []; load('../../pca_generation/pdm_68_aligned_wild.mat'); for i=1:numel(users) geom_file = [hog_data_dir, '/train/' users{i} '.csv']; m_file = [hog_data_dir, '/train/' users{i} '.params.mat']; if(~exist(geom_file, 'file')) geom_file = [hog_data_dir, '/devel/' users{i} '.csv']; m_file = [hog_data_dir, '/devel/' users{i} '.params.mat']; end if(~exist(m_file, 'file')) if(~exist('shape_inds', 'var')) tab = readtable(geom_file); column_names = tab.Properties.VariableNames; valid_ind = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'success')); 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); res = res(vid_ids(i,1)+1:vid_ids(i,2),:); 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); res = bsxfun(@plus, res, -median(res)); geom_data = cat(1, geom_data, res); end end