KohyaSS/tools/resize_images_to_resolution.py
2023-02-03 14:40:03 -05:00

66 lines
3.0 KiB
Python

import os
import cv2
import argparse
import shutil
import math
def resize_images(src_img_folder, dst_img_folder, max_resolution="512x512", divisible_by=2):
# Calculate max_pixels from max_resolution string
max_pixels = int(max_resolution.split("x")[0]) * int(max_resolution.split("x")[1])
# Create destination folder if it does not exist
if not os.path.exists(dst_img_folder):
os.makedirs(dst_img_folder)
# Iterate through all files in src_img_folder
for filename in os.listdir(src_img_folder):
# Check if the image is png, jpg or webp
if not filename.endswith(('.png', '.jpg', '.webp')):
# Copy the file to the destination folder if not png, jpg or webp
shutil.copy(os.path.join(src_img_folder, filename), os.path.join(dst_img_folder, filename))
continue
# Load image
img = cv2.imread(os.path.join(src_img_folder, filename))
# Calculate current number of pixels
current_pixels = img.shape[0] * img.shape[1]
# Check if the image needs resizing
if current_pixels > max_pixels:
# Calculate scaling factor
scale_factor = max_pixels / current_pixels
# Calculate new dimensions
new_height = int(img.shape[0] * math.sqrt(scale_factor))
new_width = int(img.shape[1] * math.sqrt(scale_factor))
# Resize image
img = cv2.resize(img, (new_width, new_height))
# Calculate the new height and width that are divisible by divisible_by
new_height = new_height if new_height % divisible_by == 0 else new_height - new_height % divisible_by
new_width = new_width if new_width % divisible_by == 0 else new_width - new_width % divisible_by
# Center crop the image to the calculated dimensions
y = int((img.shape[0] - new_height) / 2)
x = int((img.shape[1] - new_width) / 2)
img = img[y:y + new_height, x:x + new_width]
# Save resized image in dst_img_folder
cv2.imwrite(os.path.join(dst_img_folder, filename), img, [cv2.IMWRITE_JPEG_QUALITY, 100])
print(f"Resized image: {filename} with size {img.shape[0]}x{img.shape[1]}")
def main():
parser = argparse.ArgumentParser(description='Resize images in a folder to a specified max resolution')
parser.add_argument('src_img_folder', type=str, help='Source folder containing the images')
parser.add_argument('dst_img_folder', type=str, help='Destination folder to save the resized images')
parser.add_argument('--max_resolution', type=str, help='Maximum resolution in the format "512x512"', default="512x512")
parser.add_argument('--divisible_by', type=int, help='Ensure new dimensions are divisible by this value', default=2)
args = parser.parse_args()
resize_images(args.src_img_folder, args.dst_img_folder, args.max_resolution)
if __name__ == '__main__':
main()