def valid_preprocessing(x, size_target=(448, 448)): '''Preprocessing for validation dataset image. Args: x: input image. size_target: a tuple (height, width) of the target size. Returns: Preprocessed image. ''' return normalize_image(center_crop_image( resize_image(x, size_target=size_target, flg_keep_aspect=True)), mean=[123.82988033, 127.3509729, 110.25606303])
def train_preprocessing(x, size_target=(244, 244)): '''Preprocessing for train dataset image. Args: x: input image. size_target: a tuple (height, width) of the target size. Returns: Preprocessed image. ''' return normalize_image( center_crop_image( horizontal_flip_image( resize_image( x, size_target=size_target, flg_keep_aspect=True ) ) ), mean=[123.82988033, 127.3509729, 110.25606303] )