The DnCNN network is trained on DIV2K dataset and tested on BSD test set. The report shows results of image restoration for images compressed with JPEG codec with a quality factor of 7.
To compare only selected loss functions, tick their names and click submit below. Click on any restored image to see its original version.
Ground Truth
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Average metric score for the dataset:
PSNR: 24.4
SSIM: 0.655
NIQE: 6.625
PSNR: 25.71
SSIM: 0.716
NIQE: 5.734
PSNR: 25.64
SSIM: 0.705
NIQE: 5.901
PSNR: 25.39
SSIM: 0.709
NIQE: 5.345
PSNR: 25.75
SSIM: 0.714
NIQE: 4.91
PSNR: 25.49
SSIM: 0.717
NIQE: 5.715
PSNR: 25.52
SSIM: 0.72
NIQE: 5.665
PSNR: 25.43
SSIM: 0.725
NIQE: 5.956
PSNR: 25.54
SSIM: 0.711
NIQE: 5.998
Original image: 101085.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 101087.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 102061.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 103070.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 105025.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 106024.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 108005.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 108070.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 108082.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 109053.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 119082.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 12084.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 123074.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 126007.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 130026.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 134035.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 14037.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 143090.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 145086.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 147091.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 148026.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 148089.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 156065.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 157055.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 159008.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 160068.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 16077.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 163085.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 167062.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 167083.jpg
Compressed
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG