写代码计算三张图片的PSNR、SSIM、NIQE
时间: 2023-07-10 16:12:02 浏览: 245
好的,我可以帮你编写一段Python代码计算三张图片的PSNR、SSIM、NIQE。不过在此之前,需要先安装一些必要的Python库,可以使用以下命令进行安装:
```python
pip install opencv-python
pip install scikit-image
pip install niqe
```
安装完成后,你可以使用以下代码进行计算。假设三张图片分别为img1.jpg、img2.jpg和img3.jpg,代码如下:
```python
import cv2
from skimage.measure import compare_psnr, compare_ssim
from niqe import niqe
# 读取三张图片
img1 = cv2.imread('img1.jpg')
img2 = cv2.imread('img2.jpg')
img3 = cv2.imread('img3.jpg')
# 计算PSNR
psnr1 = compare_psnr(img1, img2)
psnr2 = compare_psnr(img1, img3)
psnr3 = compare_psnr(img2, img3)
# 计算SSIM
ssim1 = compare_ssim(img1, img2, multichannel=True)
ssim2 = compare_ssim(img1, img3, multichannel=True)
ssim3 = compare_ssim(img2, img3, multichannel=True)
# 计算NIQE
niqe1 = niqe(img1)
niqe2 = niqe(img2)
niqe3 = niqe(img3)
# 输出结果
print('PSNR1:', psnr1, 'PSNR2:', psnr2, 'PSNR3:', psnr3)
print('SSIM1:', ssim1, 'SSIM2:', ssim2, 'SSIM3:', ssim3)
print('NIQE1:', niqe1, 'NIQE2:', niqe2, 'NIQE3:', niqe3)
```
这段代码会输出每张图片的PSNR、SSIM和NIQE值。注意,这里的PSNR和SSIM值越高越好,NIQE值越低越好。
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