Result for training DnCNN network to perform image denoising.

The DnCNN network is trained and tested on the BSD dataset.

To compare only selected loss functions, tick their names and click submit below. Click on any restored image to see its original version.

L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy Images
SSIM
VGG
Ground Truth
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG

Average metric score for the dataset:



PSNR: 29.71
SSIM: 0.876
NIQE: 4.664



PSNR: 29.92
SSIM: 0.837
NIQE: 4.941



PSNR: 29.81
SSIM: 0.877
NIQE: 5.065



PSNR: 30.42
SSIM: 0.874
NIQE: 4.112



PSNR: 29.55
SSIM: 0.878
NIQE: 5.779



PSNR: 30.39
SSIM: 0.874
NIQE: 4.589



PSNR: 25.28
SSIM: 0.715
NIQE: 5.981



PSNR: 30.39
SSIM: 0.88
NIQE: 4.598



PSNR: 30.4
SSIM: 0.88
NIQE: 4.78


Original image: 100007.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 100039.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 100099.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 10081.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 101027.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 101084.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 102062.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 103006.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 103029.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 103078.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 104010.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 104055.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 105027.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 106005.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 106047.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 107014.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 107045.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 107072.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 108004.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 108036.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 108069.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 109055.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 112056.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 112090.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 117025.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 118015.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 118031.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 118072.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 120003.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG










Original image: 120093.jpg
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
Noisy-Images
SSIM
VGG