function [geom_data, valid_ids] = Read_geom_files(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} '*.params.txt']); geom_dir = [hog_data_dir, '/train/']; if(isempty(geom_files)) geom_files = dir([hog_data_dir, '/devel/', users{i} '*.params.txt']); geom_dir = [hog_data_dir, '/devel/']; end 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')) res = dlmread(geom_file, ',', 1, 0); save(m_file, 'res'); else load(m_file); end valid = res(:, 4); res = res(:, 11:end); actual_locs = res * V'; res = cat(2, actual_locs, res); valid_ids = cat(1, valid_ids, valid); geom_data = cat(1, geom_data, res); end end end