Image Super-Resolution on Set14 classic (test)
35.09PSNRIET
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| IETScale=x2, Params=19.7M, FLOPs=5.02T2026.01 | 35.09 | — | 92.86 | |
| PFTScale=x2, Params=19.6M, FLOPs=5.03T2026.01 | 35 | — | 92.8 | |
| ATDScale=x2, Params=20.1M, FLOPs=6.07T2026.01 | 34.95 | — | 92.76 | |
| MambaIRv2-BScale=x2, Params=22.9M, FLOPs=6.27T2026.01 | 34.89 | — | 92.75 | |
| HATScale=x2, Params=20.6M, FLOPs=5.81T2026.01 | 34.86 | — | 92.74 | |
| CAT-AScale=x2, Params=16.5M, FLOPs=5.08T2026.01 | 34.78 | — | 92.65 | |
| ARTScale=x2, Params=16.4M, FLOPs=7.04T2026.01 | 34.59 | — | 92.67 | |
| IPGScale=x2, Params=18.1M, FLOPs=5.35T2026.01 | 34.47 | — | 92.7 | |
| SwinIRScale=x2, Params=11.8M, FLOPs=3.04T2026.01 | 34.46 | — | 92.5 | |
| IPTScale=x2, Params=115M, FLOPs=7.38T2026.01 | 34.43 | — | — | |
| HANScale=x2, Params=63.6M, FLOPs=7.24T2026.01 | 34.16 | — | 92.17 | |
| RCANScale=x2, Params=15.4M, FLOPs=7.02T2026.01 | 34.12 | — | 92.16 | |
| EDSRScale=x2, Params=42.6M, FLOPs=22.14T2026.01 | 33.92 | — | 91.95 | |
| IETScale=x3, Params=19.9M, FLOPs=2.25T2026.01 | 31.23 | — | 85.71 | |
| PFTScale=x3, Params=19.8M, FLOPs=2.23T2026.01 | 31.16 | — | 85.61 | |
| ATDScale=x3, Params=20.3M, FLOPs=2.69T2026.01 | 31.13 | — | 85.56 | |
| MambaIRv2-BScale=x3, Params=23.1M, FLOPs=2.78T2026.01 | 31.12 | — | 85.57 | |
| IPGScale=x3, Params=18.3M, FLOPs=2.39T2026.01 | 31.1 | — | 85.54 | |
| HATScale=x3, Params=20.8M, FLOPs=2.58T2026.01 | 31.08 | — | 85.55 | |
| CAT-AScale=x3, Params=16.6M, FLOPs=2.26T2026.01 | 31.04 | — | 85.38 | |
| ARTScale=x3, Params=16.6M, FLOPs=3.12T2026.01 | 31.02 | — | 85.41 | |
| SwinIRScale=x3, Params=11.9M, FLOPs=1.35T2026.01 | 30.93 | — | 85.34 | |
| IPTScale=x3, Params=116M, FLOPs=3.28T2026.01 | 30.85 | — | — | |
| HANScale=x3, Params=64.2M, FLOPs=3.21T2026.01 | 30.67 | — | 84.83 | |
| RCANScale=x3, Params=15.6M, FLOPs=3.12T2026.01 | 30.65 | — | 84.82 | |
| EDSRScale=x3, Params=43.0M, FLOPs=9.82T2026.01 | 30.52 | — | 84.62 | |
| IETScale=x4, Params=19.8M, FLOPs=1.26T2026.01 | 29.35 | — | 79.94 | |
| PFTScale=x4, Params=19.8M, FLOPs=1.26T2026.01 | 29.29 | — | 79.78 | |
| IPGScale=x4, Params=17.0M, FLOPs=1.30T2026.01 | 29.24 | — | 79.73 | |
| ATDScale=x4, Params=20.3M, FLOPs=1.52T2026.01 | 29.24 | — | 79.74 | |
| HATScale=x4, Params=20.8M, FLOPs=1.45T2026.01 | 29.23 | — | 79.73 | |
| MambaIRv2-BScale=x4, Params=23.1M, FLOPs=1.57T2026.01 | 29.23 | — | 79.75 | |
| CAT-AScale=x4, Params=16.6M, FLOPs=1.27T2026.01 | 29.18 | — | 79.6 | |
| ARTScale=x4, Params=16.6M, FLOPs=1.76T2026.01 | 29.16 | — | 79.58 | |
| SwinIRScale=x4, Params=11.9M, FLOPs=0.76T2026.01 | 29.09 | — | 79.5 | |
| IPTScale=x4, Params=116M, FLOPs=1.85T2026.01 | 29.01 | — | — | |
| HANScale=x4, Params=64.2M, FLOPs=1.81T2026.01 | 28.9 | — | 78.9 | |
| RCANScale=x4, Params=15.6M, FLOPs=1.76T2026.01 | 28.87 | — | 78.89 | |
| EDSRScale=x4, Params=43.0M, FLOPs=5.54T2026.01 | 28.8 | — | 78.76 | |
| SeDGenerator Backbone=RRDB, Discriminator Architecture=U-Net + SeD2024.02 | 27.94 | 0.123 | 75.7 | |
| SeDGenerator Backbone=SwinIR, Discriminator Architecture=U-Net + SeD2024.02 | 27.84 | 0.117 | 75 | |
| PatchGANGenerator Backbone=SwinIR, Discriminator Architecture=PatchGAN2024.02 | 27.66 | 0.127 | 74.7 | |
| U-NetGenerator Backbone=SwinIR, Discriminator Architecture=U-Net2024.02 | 27.64 | 0.12 | 74.4 | |
| DualFormerGenerator Backbone=RRDB2024.02 | 27.53 | 0.121 | 74.1 | |
| SeDGenerator Backbone=SwinIR, Discriminator Architecture=PatchGAN + SeD2024.02 | 27.53 | 0.115 | 74.2 | |
| U-NetGenerator Backbone=RRDB, Discriminator Architecture=U-Net2024.02 | 27.52 | 0.127 | 73.9 | |
| SeDGenerator Backbone=RRDB, Discriminator Architecture=PatchGAN + SeD2024.02 | 27.37 | 0.117 | 73.6 | |
| LDLGenerator Backbone=SwinIR2024.02 | 27.22 | 0.118 | 73.2 | |
| USRGANGenerator Backbone=USRGAN2024.02 | 27.15 | 0.143 | 73.6 | |
| LDLGenerator Backbone=RRDB2024.02 | 26.94 | 0.121 | 72.1 | |
| PatchGANGenerator Backbone=RRDB, Discriminator Architecture=PatchGAN2024.02 | 26.92 | 0.13 | 72.4 | |
| ESRGANGenerator Backbone=ESRGAN2024.02 | 26.28 | 0.133 | 69.9 |