Created
August 6, 2018 23:55
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comparing images using PSNR
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from PIL import Image | |
import math | |
def main(): | |
im1 = Image.open('dwarf.png') | |
im2 = Image.open('dwarf2.png') | |
width, height = im1.size | |
print('{} {}'.format(width, height)) | |
pixels1 = im1.load() | |
pixels2 = im2.load() | |
mse = 0 | |
for y in range(0, height): | |
for x in range(0, width): | |
r1, g1, b1, _ = pixels1[x, y] | |
r2, g2, b2, _ = pixels2[x, y] | |
mse += (r1-r2) ** 2 + (g1-g2) ** 2 + (b1-b2) ** 2 | |
mse = mse / (width*height*3) | |
psnr = 999999 | |
if mse > 0: | |
psnr = 10 * math.log10( (255 ** 2) / mse) | |
print('MSE = {}'.format(mse)) | |
print('PSNR = {}'.format(psnr)) | |
print('Image width={} height={}\n'.format(width, height)) | |
if __name__ == '__main__': | |
main() |
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