Super-resolution on ImageNet 256
25.3PSNRDAPS-200
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DAPS-200Scale Factor=x42026.05 | 25.3 | 0.671 | — | — | — | |
| Robust-CGρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 24.9 | 0.697 | 146.05 | 0.375 | — | |
| MAPGAN=20, K=50, sigma_y=02025.12 | 24.63 | 0.755 | 76.12 | 0.273 | — | |
| ΠGDMschedule=EDM, sigma_y=02025.12 | 24.41 | 0.745 | 83.88 | 0.292 | — | |
| Robust-CGρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 24.28 | 0.671 | 159.32 | 0.416 | — | |
| DDRMschedule=EDM, sigma_y=02025.12 | 24.2 | 0.738 | 89.4 | 0.289 | — | |
| Robust-GDρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 24.02 | 0.623 | 165.1 | 0.484 | — | |
| DDRMScale Factor=x42026.05 | 23.91 | 0.69 | — | — | — | |
| DAPS-1Ksigma_y=1e-92025.12 | 23.82 | 0.669 | 71.6 | 0.254 | — | |
| DPSNFE=10002024.05 | 23.81 | 0.708 | 38.18 | 0.252 | — | |
| SHVPScale Factor=x42026.05 | 23.67 | 0.648 | — | — | — | |
| VML-MAPpreN=20, K=50, sigma_y=1e-92025.12 | 23.63 | 0.733 | 58.6 | 0.196 | — | |
| DAPS-4Ksigma_y=1e-92025.12 | 23.62 | 0.67 | 69.71 | 0.244 | — | |
| MPGDScale Factor=x42026.05 | 23.62 | 0.656 | — | — | — | |
| VML-MAPN=20, K=50, sigma_y=1e-92025.12 | 23.41 | 0.729 | 60.08 | 0.194 | — | |
| AHVPScale Factor=x42026.05 | 23.38 | 0.665 | — | — | — | |
| C-ΠGDMScale Factor=x42026.05 | 23.28 | 0.633 | — | — | — | |
| C-ΠGDMNFE=202024.05 | 23.16 | 0.654 | 34.28 | 0.207 | — | |
| C-ΠGDMNFE=102024.05 | 23 | 0.651 | 34.22 | 0.206 | — | |
| RED-DiffScale Factor=x42026.05 | 22.73 | 0.642 | — | — | — | |
| NDTMScale Factor=x42026.05 | 22.58 | 0.638 | — | — | — | |
| C-ΠGDMNFE=52024.05 | 22.32 | 0.641 | 37.31 | 0.22 | — | |
| DAPS-200Scale Factor=x82026.05 | 22.29 | 0.523 | — | — | — | |
| DPSScale Factor=x42026.05 | 22.05 | 0.585 | — | — | — | |
| ΠGDMNFE=202024.05 | 21.92 | 0.646 | 37.36 | 0.222 | — | |
| HyperNoiseScale Factor=x42026.05 | 21.6 | 0.571 | — | — | — | |
| DDRMScale Factor=x82026.05 | 21.33 | 0.552 | — | — | — | |
| SHVPScale Factor=x82026.05 | 21.16 | 0.526 | — | — | — | |
| DAPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 20.97 | 0.633 | 241.92 | 0.519 | — | |
| C-ΠGDMScale Factor=x82026.05 | 20.94 | 0.494 | — | — | — | |
| DPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 20.86 | 0.495 | 181.15 | 0.447 | — | |
| RED-diffρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 20.81 | 0.594 | 229.77 | 0.544 | — | |
| AHVPScale Factor=x82026.05 | 20.75 | 0.371 | — | — | — | |
| RED-DiffScale Factor=x82026.05 | 20.6 | 0.514 | — | — | — | |
| Robust-GDρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 20.48 | 0.488 | 233.46 | 0.649 | — | |
| NDTMScale Factor=x82026.05 | 20.21 | 0.509 | — | — | — | |
| DPSScale Factor=x82026.05 | 19.59 | 0.469 | — | — | — | |
| HyperNoiseScale Factor=x82026.05 | 19.22 | 0.457 | — | — | — | |
| RED-diffρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 18.96 | 0.412 | 271.98 | 0.61 | — | |
| VIPaintScale=4x, Priors=LDM2024.11 | 18.9 | — | — | 0.37 | — | |
| DPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 18.78 | 0.45 | 192.57 | 0.496 | — | |
| DiffPIRρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 18.66 | 0.389 | 248.36 | 0.591 | — | |
| ReSampleScale=4x, Priors=LDM2024.11 | 18.41 | — | — | 0.4 | — | |
| MPGDScale Factor=x82026.05 | 18.35 | 0.392 | — | — | — | |
| DCPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 18 | 0.395 | 238.36 | 0.613 | — | |
| DAPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 15.84 | 0.433 | 274.08 | 0.66 | — | |
| DCPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 14.87 | 0.324 | 284.75 | 0.714 | — | |
| DiffPIRρ (contamination fraction)=0.10, σ (noise level)=0.05, Scale (4x)=4x2026.05 | 13.4 | 0.203 | 302.8 | 0.769 | — | |
| DPSScale=4x, Priors=LDM2024.11 | 12.99 | — | — | 0.58 | — | |
| PSLDScale=4x, Priors=LDM2024.11 | 7.77 | — | — | 0.67 | — | |
| AHVP2026.05 | — | — | 84.44 | 0.244 | 1.3 | |
| C-ΠGDM2026.05 | — | — | 82.75 | 0.269 | 2.4 | |
| DAPS2026.05 | — | — | 80.35 | 0.249 | 30.9 | |
| DDRM2026.05 | — | — | 101.69 | 0.338 | 0.7 | |
| DPS2026.05 | — | — | 120.77 | 0.357 | 46.7 | |
| HyperNoise2026.05 | — | — | 155.14 | 0.431 | 1.3 | |
| MPGD2026.05 | — | — | 95.48 | 0.323 | 2 | |
| NDTM2026.05 | — | — | 84.09 | 0.304 | 5.8 | |
| RED-Diff2026.05 | — | — | 125.08 | 0.378 | 0.7 | |
| SHVP2026.05 | — | — | 65.54 | 0.202 | 5.8 |