scripts/align_face.py

import argparse
import os
import sys
from pathlib import Path

from PIL import Image

sys.path.append(os.path.abspath(os.path.join(os.path.dirname(__file__), '..')))
from utils.seed import set_seed
from utils.image_utils import list_image_files
from utils.shape_predictor import align_face


def alignment_from_path(input_path, output_path, replace_cropped=False):
    output_path.mkdir(parents=True, exist_ok=True)
    image_files = list_image_files(input_path)

    for img_path in image_files:
        if (output_path / img_path).is_file() and not replace_cropped:
            continue

        image = Image.open(input_path / img_path)

        # returns the largest face
        crop_image = align_face(image, return_tensors=False)

        if len(crop_image) == 1:
            crop_image[0].save(output_path / img_path)
        elif len(crop_image) > 1:
            raise NotImplemented


if __name__ == "__main__":
    parser = argparse.ArgumentParser(description='Align faces')

    parser.add_argument('-unprocessed_dir', type=Path, default='unprocessed', help='directory with unprocessed images')
    parser.add_argument('-output_dir', type=Path, default='input', help='output directory')
    parser.add_argument('-replace_cropped', action='store_true')

    args = parser.parse_args()

    set_seed(3407)
    alignment_from_path(args.unprocessed_dir, args.output_dir, args.replace_cropped)