Super-Resolution on BSD100 (PSNR, SSIM)
32.37PSNREDSR+
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| EDSR+Scale=x2, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 32.37 | 90.18 | — | — | — | |
| BSRNScale=x2, # params=594K2018.11 | 32.11 | 89.83 | — | — | — | |
| DSRNScale=x2, # params=~1,200K2018.11 | 32.1 | 89.7 | — | — | — | |
| CARNScale=x2, # params=964K2018.11 | 32.09 | 89.78 | — | — | — | |
| MemNetScale=x22018.03 | 32.08 | 89.78 | — | — | — | |
| IDNScale=x22018.03 | 32.08 | 89.85 | — | — | — | |
| MemNetScale=x2, # params=686K2018.11 | 32.08 | 89.78 | — | — | — | |
| IDNScale=x2, # params=553K2018.11 | 32.08 | 89.85 | — | — | — | |
| DRRNScale=x22018.03 | 32.05 | 89.73 | — | — | — | |
| DRRNScale=x2, # params=298K2018.11 | 32.05 | 89.73 | — | — | — | |
| DCLSScale=x22022.02 | 32.04 | 89.07 | — | — | — | |
| DANv2Scale=x22022.02 | 32 | 89.04 | — | — | — | |
| VDSRScale=x2, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 31.9 | 89.6 | — | — | — | |
| VDSRScale=x22018.03 | 31.9 | 89.6 | — | — | — | |
| VDSRScale=x2, # params=666K2018.11 | 31.9 | 89.6 | — | — | — | |
| DRCNScale=x22018.03 | 31.85 | 89.42 | — | — | — | |
| DRCNScale=x2, # params=1,774K2018.11 | 31.85 | 89.42 | — | — | — | |
| LapSRNScale=x22018.03 | 31.8 | 89.52 | — | — | — | |
| LapSRNScale=x2, # params=436K2018.11 | 31.8 | 89.5 | — | — | — | |
| DANScale=x22020.10 | 31.76 | 92.13 | — | — | — | |
| DANv1Scale=x22022.02 | 31.76 | 88.58 | — | — | — | |
| ZSSRScale=x2, Supervision=Unsupervised, Downscaling kernel=bicubic2017.12 | 31.65 | 89.2 | — | — | — | |
| IKCScale=x22022.02 | 31.51 | 87.9 | — | — | — | |
| SRCNNScale=x2, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 31.36 | 88.79 | — | — | — | |
| IKCScale=x22019.04 | 31.36 | 90.97 | — | — | — | |
| IKCScale=x22020.10 | 31.36 | 90.97 | — | — | — | |
| SelfExSRScale=x2, Supervision=Unsupervised, Downscaling kernel=bicubic2017.12 | 31.18 | 88.55 | — | — | — | |
| P+SFTMDScale=x22019.04 | 30.54 | 89.46 | — | — | — | |
| BicubicScale=x22018.03 | 29.56 | 84.31 | — | — | — | |
| EDSR+Scale=x3, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 29.32 | 81.04 | — | — | — | |
| BSRNScale=x3, # params=779K2018.11 | 29.07 | 80.39 | — | — | — | |
| DCLSScale=x32022.02 | 29.07 | 79.56 | — | — | — | |
| CARNScale=x3, # params=1,149K2018.11 | 29.06 | 80.34 | — | — | — | |
| DANv2Scale=x32022.02 | 29.03 | 79.48 | — | — | — | |
| MemNetScale=x32018.03 | 28.96 | 80.01 | — | — | — | |
| MemNetScale=x3, # params=686K2018.11 | 28.96 | 80.01 | — | — | — | |
| DRRNScale=x32018.03 | 28.95 | 80.04 | — | — | — | |
| IDNScale=x32018.03 | 28.95 | 80.13 | — | — | — | |
| DRRNScale=x3, # params=298K2018.11 | 28.95 | 80.04 | — | — | — | |
| IDNScale=x3, # params=553K2018.11 | 28.95 | 80.13 | — | — | — | |
| DANScale=x32020.10 | 28.94 | 86.06 | — | — | — | |
| DANv1Scale=x32022.02 | 28.94 | 79.19 | — | — | — | |
| VDSRScale=x3, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 28.82 | 79.76 | — | — | — | |
| VDSRScale=x32018.03 | 28.82 | 79.76 | — | — | — | |
| LapSRNScale=x32018.03 | 28.82 | 79.8 | — | — | — | |
| VDSRScale=x3, # params=666K2018.11 | 28.82 | 79.76 | — | — | — | |
| DSRNScale=x3, # params=~1,200K2018.11 | 28.81 | 79.7 | — | — | — | |
| DRCNScale=x32018.03 | 28.8 | 79.63 | — | — | — | |
| DRCNScale=x3, # params=1,774K2018.11 | 28.8 | 79.63 | — | — | — | |
| CARN + Pan et al.Scale=x22019.04 | 28.72 | 80.33 | — | — | — | |
| CARN [2] + Deblur [27]Scale=x22020.10 | 28.72 | 80.33 | — | — | — | |
| CARN+DeblurringScale=x22022.02 | 28.72 | 80.33 | — | — | — | |
| ZSSRScale=x3, Supervision=Unsupervised, Downscaling kernel=bicubic2017.12 | 28.67 | 79.45 | — | — | — | |
| IKCScale=x32019.04 | 28.56 | 84.93 | — | — | — | |
| IKCScale=x32020.10 | 28.56 | 84.93 | — | — | — | |
| IKCScale=x32022.02 | 28.53 | 78.99 | — | — | — | |
| SRCNNScale=x3, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 28.41 | 78.63 | — | — | — | |
| SelfExSRScale=x3, Supervision=Unsupervised, Downscaling kernel=bicubic2017.12 | 28.29 | 78.4 | — | — | — | |
| ZSSRScale=x22019.04 | 27.92 | 76.32 | — | — | — | |
| ZSSRScale=x22020.10 | 27.92 | 76.32 | — | — | — | |
| Bicubic+ZSSRScale=x22022.02 | 27.92 | 76.32 | — | — | — | |
| EDSR+Scale=x4, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 27.79 | 74.37 | — | — | — | |
| DCLSScale=x42022.02 | 27.6 | 72.85 | — | — | — | |
| CARNScale=x4, # params=1,112K2018.11 | 27.58 | 73.49 | — | — | — | |
| BSRNScale=x4, # params=742K2018.11 | 27.57 | 73.53 | — | — | — | |
| DANv2Scale=x42022.02 | 27.56 | 72.77 | — | — | — | |
| DANScale=x42020.10 | 27.51 | 80.78 | — | — | — | |
| DANv1Scale=x42022.02 | 27.51 | 72.48 | — | — | — | |
| AdaTargetScale=x42022.02 | 27.43 | 72.16 | — | — | — | |
| IDNScale=x42018.03 | 27.41 | 72.97 | — | — | — | |
| IDNScale=x4, # params=553K2018.11 | 27.41 | 72.97 | — | — | — | |
| MemNetScale=x42018.03 | 27.4 | 72.81 | — | — | — | |
| MemNetScale=x4, # params=686K2018.11 | 27.4 | 72.81 | — | — | — | |
| DRRNScale=x42018.03 | 27.38 | 72.84 | — | — | — | |
| DRRNScale=x4, # params=298K2018.11 | 27.38 | 72.84 | — | — | — | |
| P+SFTMDScale=x32019.04 | 27.37 | 81.02 | — | — | — | |
| IKCScale=x42022.02 | 27.37 | 71.92 | — | — | — | |
| LapSRNScale=x42018.03 | 27.32 | 72.75 | — | — | — | |
| LapSRNScale=x4, # params=872K2018.11 | 27.32 | 72.8 | — | — | — | |
| VDSRScale=x4, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 27.29 | 72.51 | — | — | — | |
| VDSRScale=x42018.03 | 27.29 | 72.51 | — | — | — | |
| VDSRScale=x4, # params=666K2018.11 | 27.29 | 72.51 | — | — | — | |
| IKCScale=x42019.04 | 27.29 | 80.14 | — | — | — | |
| IKCScale=x42020.10 | 27.29 | 80.41 | — | — | — | |
| DSRNScale=x4, # params=~1,200K2018.11 | 27.25 | 72.4 | — | — | — | |
| DRCNScale=x42018.03 | 27.23 | 72.33 | — | — | — | |
| DRCNScale=x4, # params=1,774K2018.11 | 27.23 | 72.33 | — | — | — | |
| BicubicScale=x32018.03 | 27.21 | 73.85 | — | — | — | |
| CARN + Pan et al.Scale=x32019.04 | 27.14 | 71.52 | — | — | — | |
| CARN [2] + Deblur [27]Scale=x32020.10 | 27.14 | 71.52 | — | — | — | |
| CARN+DeblurringScale=x32022.02 | 27.14 | 71.52 | — | — | — | |
| ZSSRScale=x4, Supervision=Unsupervised, Downscaling kernel=bicubic2017.12 | 27.12 | 72.11 | — | — | — | |
| SRCNNScale=x4, Supervision=Supervised, Downscaling kernel=bicubic2017.12 | 26.9 | 71.01 | — | — | — | |
| SelfExSRScale=x4, Supervision=Unsupervised, Downscaling kernel=bicubic2017.12 | 26.84 | 71.06 | — | — | — | |
| CARN*Scale=x22019.04 | 26.78 | 72.86 | — | — | — | |
| CARNScale=x22020.10 | 26.78 | 72.86 | — | — | — | |
| CARNScale=x22022.02 | 26.78 | 72.86 | — | — | — | |
| RRDBTraining dataset=DIV2K2022.11 | 26.53 | 74.38 | 0.3575 | 0.2005 | 52.52 | |
| SROOEVariant=T=0, Training dataset=DIV2K2022.11 | 26.45 | 74.16 | 0.3546 | 0.1996 | 52.35 | |
| AESOPBackbone=DRCT, Recon. Objective=L_AESOP2024.11 | 26.324 | 69.21 | 0.1451 | 0.1072 | — |