I am trying to compare the size of a bunch of images before and after compression using the quality=90
argument of OpenCV. But before compression, I want to crop all of them to a fixed size. I don't understand, however, why the average size of images after crop is smaller than after crop+compression?
Here is what I'm doing:
import cv2
import PIL
from pathlib import Path
image_paths = [...]
cropped_imgs_size = 0
compressed_imgs_size = 0
# crop images
for orig_img_path in image_paths:
cropped_img_path = "cropped_" + orig_img_path
PIL.Image.open(orig_img_path).crop((0,0,256,256)).convert('RGB').save(cropped_img_path)
cropped_imgs_size += Path(cropped_img_path).stat().st_size
# compress cropped image
dest_path = "q90_" + cropped_img_path
cv2.imwrite(dest_path, cv2.imread(cropped_img_path), [int(cv2.IMWRITE_JPEG_QUALITY), 90])
compressed_imgs_size += Path(dest_path).stat().st_size
compressed_imgs_size < copped_imgs_size
compressed_imgs_size > copped_imgs_size
What am I missing?
First, you are saving the crop using PIL.save()
. As you can see on the documentation, the default quality=75
:
The
save()
method supports the following options:
quality: the image quality, on a scale from 1 (worst) to 95 (best). The default is 75. Values above 95 should be avoided; 100 disables portions of the JPEG compression algorithm, and results in large files with hardly any gain in image quality.
...
Then, you use cv2.imwrite()
passing quality=90
. Therefore, what you get is the expected behavior.