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#!/usr/bin/env python3 | |
import glob | |
import os | |
import PIL.Image as Image | |
import cv2 | |
import numpy as np | |
import tqdm | |
import shutil | |
from saicinpainting.evaluation.utils import load_yaml | |
def generate_masks_for_img(infile, outmask_pattern, mask_size=200, step=0.5): | |
inimg = Image.open(infile) | |
width, height = inimg.size | |
step_abs = int(mask_size * step) | |
mask = np.zeros((height, width), dtype='uint8') | |
mask_i = 0 | |
for start_vertical in range(0, height - step_abs, step_abs): | |
for start_horizontal in range(0, width - step_abs, step_abs): | |
mask[start_vertical:start_vertical + mask_size, start_horizontal:start_horizontal + mask_size] = 255 | |
cv2.imwrite(outmask_pattern.format(mask_i), mask) | |
mask[start_vertical:start_vertical + mask_size, start_horizontal:start_horizontal + mask_size] = 0 | |
mask_i += 1 | |
def main(args): | |
if not args.indir.endswith('/'): | |
args.indir += '/' | |
if not args.outdir.endswith('/'): | |
args.outdir += '/' | |
config = load_yaml(args.config) | |
in_files = list(glob.glob(os.path.join(args.indir, '**', f'*{config.img_ext}'), recursive=True)) | |
for infile in tqdm.tqdm(in_files): | |
outimg = args.outdir + infile[len(args.indir):] | |
outmask_pattern = outimg[:-len(config.img_ext)] + '_mask{:04d}.png' | |
os.makedirs(os.path.dirname(outimg), exist_ok=True) | |
shutil.copy2(infile, outimg) | |
generate_masks_for_img(infile, outmask_pattern, **config.gen_kwargs) | |
if __name__ == '__main__': | |
import argparse | |
aparser = argparse.ArgumentParser() | |
aparser.add_argument('config', type=str, help='Path to config for dataset generation') | |
aparser.add_argument('indir', type=str, help='Path to folder with images') | |
aparser.add_argument('outdir', type=str, help='Path to folder to store aligned images and masks to') | |
main(aparser.parse_args()) | |