The EDSR model is trained on DIV2K dataset and inference is run on the BSD test set.
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
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Average metric score for the dataset:
PSNR: 23.78
SSIM: 0.604
NIQE: 6.565
PSNR: 25.06
SSIM: 0.704
NIQE: 5.761
PSNR: 25.28
SSIM: 0.695
NIQE: 5.964
PSNR: 25.35
SSIM: 0.651
NIQE: 5.812
PSNR: 25.37
SSIM: 0.699
NIQE: 3.635
PSNR: 25.15
SSIM: 0.716
NIQE: 5.785
PSNR: 25.08
SSIM: 0.685
NIQE: 4.325
PSNR: 25.12
SSIM: 0.719
NIQE: 5.691
PSNR: 24.44
SSIM: 0.654
NIQE: 6.174
Original image: 103070.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 105025.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 106024.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 108005.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 108070.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 108082.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 109053.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 119082.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 12084.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 123074.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 126007.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 130026.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 134035.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 14037.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 143090.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 145086.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 147091.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 148089.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 156065.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 157055.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 159008.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 160068.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 16077.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 163085.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 167062.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 170057.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 175043.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 182053.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 19021.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG
Original image: 196073.jpg
Bicubic
L1
L2
LPIPS
MDF
MS-SSIM
MS-SSIM+L1
SSIM
VGG