""" This script converts label into different version, depending on the task (allhands, twohands, handobj1, etc.) """ from PIL import Image import numpy as np import glob import pdb import os from skimage.io import imsave from tqdm import tqdm def cvt_lbl(src_lbl_dir, dst_lbl_dir, mode): if os.path.exists(dst_lbl_dir): os.system('rm -rf ' + dst_lbl_dir) os.makedirs(dst_lbl_dir, exist_ok = True) for file in tqdm(glob.glob(src_lbl_dir + '/*.png')): fname = os.path.basename(file) lbl = np.array(Image.open(file)) if mode == 'allhands': lbl_out = np.zeros((lbl.shape)) lbl_out[lbl == 1] = 1 lbl_out[lbl == 2] = 1 elif mode == 'twohands': lbl_out = lbl.copy() lbl_out[lbl_out > 2] = 0 elif mode == 'handobj1': lbl_out = lbl.copy() lbl_out[lbl_out > 5] = 0 elif mode == 'obj1': lbl_out = lbl.copy() lbl_out[lbl_out > 5] = 0 lbl_out[lbl_out == 1] = 0 lbl_out[lbl_out == 2] = 0 lbl_out[lbl_out == 3] = 1 lbl_out[lbl_out == 4] = 2 lbl_out[lbl_out == 5] = 3 elif mode == 'obj2': lbl_out = lbl.copy() lbl_out[lbl_out == 1] = 0 lbl_out[lbl_out == 2] = 0 lbl_out[lbl_out == 3] = 1 lbl_out[lbl_out == 4] = 2 lbl_out[lbl_out == 5] = 3 lbl_out[lbl_out == 6] = 4 lbl_out[lbl_out == 7] = 5 lbl_out[lbl_out == 8] = 6 elif mode == 'foreground': lbl_out = lbl.copy() lbl_out[lbl_out > 0] = 1 # print(np.unique(lbl_out)) # pdb.set_trace() # lbl_out[lbl_out == 3] = 1 # lbl_out[lbl_out == 4] = 2 imsave(os.path.join(dst_lbl_dir, fname), lbl_out) if __name__ == '__main__': # lbl_type_list = ['train', 'val', 'test_indomain', 'test_outdomain'] lbl_type_list = ['train'] for lbl_type in lbl_type_list: lbl_dir = '../data/'+lbl_type+'/label_ccda' lbl_twohands_dir = '../data/'+lbl_type+'/label_twohands_ccda' cvt_lbl(lbl_dir, lbl_twohands_dir, 'twohands') lbl_handobj1_dir = '../data/'+lbl_type+'/label_handobj1_ccda' cvt_lbl(lbl_dir, lbl_handobj1_dir, 'handobj1') lbl_handobj1_dir = '../data/'+lbl_type+'/label_obj1_ccda' cvt_lbl(lbl_dir, lbl_handobj1_dir, 'obj1') lbl_handobj1_dir = '../data/'+lbl_type+'/label_obj2_ccda' cvt_lbl(lbl_dir, lbl_handobj1_dir, 'obj2') lbl_allhands_dir = '../data/'+lbl_type+'/label_allhands_ccda' cvt_lbl(lbl_dir, lbl_allhands_dir, 'allhands') # lbl_handobj1_dir = '../data/'+lbl_type+'/label_foreground' # cvt_lbl(lbl_dir, lbl_handobj1_dir, 'foreground')