Inpainting on ImageNet 256
26.55PSNRRobust-CG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Robust-CGρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 26.55 | 0.785 | 0.12 | 55.24 | |
| Robust-CGρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 25.57 | 0.72 | 0.143 | 62.32 | |
| Robust-GDρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 24.5 | 0.71 | 0.211 | 83.1 | |
| DCPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 23.63 | 0.727 | 0.244 | 117.91 | |
| DPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 23.49 | 0.62 | 0.361 | 144.56 | |
| DiffPIRρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 23.49 | 0.651 | 0.325 | 133.38 | |
| DAPSρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 23.2 | 0.645 | 0.277 | 182.83 | |
| RED-diffρ (contamination fraction)=0.02, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 22.49 | 0.599 | 0.423 | 185.72 | |
| DPSRandom Masking=90%2026.05 | 21.89 | 0.613 | — | — | |
| DAPS-200Random Masking=90%2026.05 | 21.62 | 0.539 | — | — | |
| AHVPRandom Masking=90%2026.05 | 20.74 | 0.598 | — | — | |
| NDTMRandom Masking=90%2026.05 | 20.65 | 0.621 | — | — | |
| DPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 20.19 | 0.538 | 0.459 | 177.36 | |
| HyperNoiseRandom Masking=90%2026.05 | 19.55 | 0.466 | — | — | |
| Robust-GDρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 19.02 | 0.453 | 0.491 | 171.4 | |
| SHVPRandom Masking=90%2026.05 | 18.96 | 0.531 | — | — | |
| DiffPIRρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 18.9 | 0.433 | 0.561 | 193.35 | |
| DAPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 18.02 | 0.408 | 0.567 | 104.99 | |
| DCPSρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 16.59 | 0.411 | 0.644 | 212.46 | |
| RED-diffρ (contamination fraction)=0.10, σ (noise level)=0.05, Inpainting mask ratio (random 70%)=random 70%2026.05 | 15.99 | 0.425 | 0.672 | 243.29 | |
| ΠGDMschedule=EDM, sigma_y=02025.12 | 15.08 | 0.681 | 0.373 | 103.7 | |
| DDRMschedule=EDM, sigma_y=02025.12 | 15.01 | 0.679 | 0.393 | 103.5 | |
| MPGDRandom Masking=90%2026.05 | 14.97 | 0.268 | — | — | |
| DAPS-1Ksigma_y=1e-92025.12 | 14.88 | 0.641 | 0.384 | 98.45 | |
| DDRMRandom Masking=90%2026.05 | 14.72 | 0.185 | — | — | |
| DAPS-4Ksigma_y=1e-92025.12 | 14.59 | 0.637 | 0.365 | 93.62 | |
| MAPGAN=20, K=50, sigma_y=02025.12 | 14.51 | 0.654 | 0.29 | 80.76 | |
| VML-MAPN=20, K=50, sigma_y=1e-92025.12 | 14.34 | 0.631 | 0.262 | 74.21 | |
| VML-MAPpreN=20, K=50, sigma_y=1e-92025.12 | 14.34 | 0.631 | 0.262 | 74.21 | |
| RED-DiffRandom Masking=90%2026.05 | 13.36 | 0.19 | — | — |