except Exception as e:
print e.message
if __name__ == "__main__":
# Create destination path
if os.path.exists(config.PATH_DATA_FEATURES01_COGNITIVE):
print("Folder {} exists, no need to generate dataset.".format(
config.PATH_DATA_FEATURES01_COGNITIVE))
exit()
os.makedirs(config.PATH_DATA_FEATURES01_COGNITIVE)
# Load raw dataset
data_raw = Data(config.PATH_DATA_RAW)
data_cognitive = []
# Cognitive JSON files follows raw dataset structure.
for datum_raw in data_raw.iterate():
img_path = datum_raw['img_path'][len(config.PATH_DATA_RAW):]
json_cognitive_path = "{}{}.fix.json".format(
config.PATH_DATA_COGNITIVE, img_path[:-4])
if os.path.exists(json_cognitive_path):
with open(json_cognitive_path, 'r') as fd:
datum_cognitive = json.load(fd)
try:
marks = datum_cognitive['faceLandmarks']
datum_new = {
'face_x':
datum_cognitive['faceRectangle']['left'],
'face_y':
datum_cognitive['faceRectangle']['top'],
'face_width':
datum_cognitive['faceRectangle']['width'],
# 'eye_left_image': None,
'eye_right_x': eye_right[0],
'eye_right_y': eye_right[1],
'eye_right_width': eye_right[2],
'eye_right_height': eye_right[3],
# 'eye_right_image': None,
}
else:
print "[WARNING] '{}' 2 EYES NOT FOUND".format(img_path)
else:
print "[WARNING] '{}' FACE NOT FOUND".format(img_path)
return retval
if __name__ == "__main__":
import config
from utils import Data
features = Features01()
data = Data(config.PATH_DATA_RAW)
count = 0
i = 0
for datum in data.iterate():
# print datum
# print features.extract_features(datum['img_path'])
if features.extract_features(datum['img_path']):
count += 1
i += 1
print i, count
if event.type == KEYUP:
if event.key == K_ESCAPE:
exit = True
click = True
elif event.key == K_RIGHT:
if i_data < len(data_list) - 1:
i_data += 1
click = True
elif event.key == K_LEFT:
if i_data > 0:
i_data -= 1
click = True
elif event.key == K_d: # Switch dot (where the user looks)
flag_dot = False if flag_dot else True
click = True
elif event.key == K_1: # Switch DS01 mscognitive, dlib
ds01_key_index = (ds01_key_index + 1) % len(DATASETS_01)
print ds01_key_index
click = True
pygame.event.clear()
pygame.display.quit()
data = Data(config.PATH_DATA_RAW)
data_list = list(data.iterate())
if data_list:
print "NUMBER OF SAMPLES: {}".format(len(data_list))
loop(data_list)
else:
print "No data"