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resize.py
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resize.py
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import argparse
import os
from PIL import Image
def resize_image(image, size):
"""Resize an image to the given size."""
return image.resize(size, Image.ANTIALIAS)
def resize_images(image_dir, output_dir, size):
"""Resize the images in 'image_dir' and save into 'output_dir'."""
if not os.path.exists(output_dir):
os.makedirs(output_dir)
images = os.listdir(image_dir)
num_images = len(images)
for i, image in enumerate(images):
with open(os.path.join(image_dir, image), 'r+b') as f:
with Image.open(f) as img:
img = resize_image(img, size)
img.save(os.path.join(output_dir, image), img.format)
if i % 100 == 0:
print ("[%d/%d] Resized the images and saved into '%s'."
%(i, num_images, output_dir))
def main(args):
splits = ['train', 'val']
for split in splits:
image_dir = args.image_dir
output_dir = args.output_dir
image_size = [args.image_size, args.image_size]
resize_images(image_dir, output_dir, image_size)
if __name__ == '__main__':
parser = argparse.ArgumentParser()
parser.add_argument('--image_dir', type=str, default='./data/train2014/',
help='directory for train images')
parser.add_argument('--output_dir', type=str, default='./data/resized2014/',
help='directory for saving resized images')
parser.add_argument('--image_size', type=int, default=256,
help='size for image after processing')
args = parser.parse_args()
main(args)