Image Enhancement🐽2——metrics for picture quality

"SSIM(structural similarity), PSNR(Peak Signal to Noise Ratio)"

Posted by fuhao7i on April 23, 2021

1. SSIM: Structural similarity

2. PSNR: Peak Signal to Nosie Ratio

3. implement

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import skimage
from skimage.metrics import structural_similarity as ssim
import numpy as np 
from PIL import Image

im1 = Image.open('./uw1.png')
im2 = Image.open('./gt1.png')

im1 = np.array(im1)
im2 = np.array(im2)

# diff = im1 - im2
# mse = np.mean(np.square(diff))
# psnr = 10 * np.log10(255 * 255 / mse)

# print(psnr)

pnsr = skimage.metrics.peak_signal_noise_ratio(im1, im2, data_range=255)

ssim = skimage.metrics.structural_similarity(im1, im2, data_range=255, multichannel=True)

print(psnr, ssim)

Reference

  1. 图像质量评价指标之 PSNR 和 SSIM