The SR-ResNet mocel is trained on DIV2K dataset and inference is run on 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: 24.68
SSIM: 0.695
NIQE: 5.676
PSNR: 24.56
SSIM: 0.692
NIQE: 5.506
PSNR: 23.42
SSIM: 0.609
NIQE: 4.215
PSNR: 25.07
SSIM: 0.692
NIQE: 4.104
PSNR: 24.18
SSIM: 0.669
NIQE: 4.915
PSNR: 24.48
SSIM: 0.67
NIQE: 4.915
PSNR: 24.07
SSIM: 0.695
NIQE: 4.861
PSNR: 23.19
SSIM: 0.608
NIQE: 4.725
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
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: 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: 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