Inpainting on CelebA
36.84PSNRProjDiff
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ProjDiffNFEs=1002024.06 | 36.84 | 0.96 | 12.27 | 6.66 | — | |
| DDNMNFEs=1002024.06 | 36.32 | 0.96 | 12.45 | 6.86 | — | |
| IGDMNFEs=1002024.06 | 36.31 | 0.96 | 24.27 | 8.71 | — | |
| DPSNFEs=10002024.06 | 36.02 | 0.95 | 24.73 | 8.79 | — | |
| DiffPIRNFEs=1002024.06 | 35.96 | 0.95 | 14.67 | 7.85 | — | |
| DDRMNFEs=1002024.06 | 35.77 | 0.95 | 21.62 | 9.03 | — | |
| DDNMmode=zero-shot2022.12 | 35.64 | 0.982 | 4.54 | — | — | |
| RePaintmode=zero-shot2022.12 | 35.2 | 0.981 | 14.19 | — | — | |
| ResampleNFEs=1002024.06 | 35 | 0.93 | 30.87 | 13.03 | — | |
| DDRMmode=zero-shot2022.12 | 34.79 | 0.978 | 12.53 | — | — | |
| AdamSpherePrior Type=In-domain2026.01 | 33.784 | 0.915 | — | 0.147 | — | |
| AdamSphereSource Model=CelebA2026.01 | 33.78 | 0.91 | — | 0.15 | — | |
| ProjDiffNFEs=100, Noise Level (sigma)=0.052024.06 | 33.43 | 0.91 | 31.43 | 15.33 | — | |
| ResampleNFEs=100, Noise Level (sigma)=0.052024.06 | 33.11 | 0.9 | 31.38 | 15.97 | — | |
| DDRMNFEs=100, Noise Level (sigma)=0.052024.06 | 32.81 | 0.9 | 35.28 | 16.78 | — | |
| DPSNFEs=1000, Noise Level (sigma)=0.052024.06 | 32.8 | 0.9 | 32.8 | 16.32 | — | |
| DDNM+NFEs=100, Noise Level (sigma)=0.052024.06 | 32.8 | 0.9 | 35.13 | 16.8 | — | |
| DMplugPrior Type=In-domain2026.01 | 32.778 | 0.892 | — | 0.189 | — | |
| AdamSphereSource Model=Bedroom2026.01 | 32.76 | 0.9 | — | 0.17 | — | |
| IGDMNFEs=100, Noise Level (sigma)=0.052024.06 | 32.68 | 0.9 | 31.54 | 16.02 | — | |
| AdamSphereSource Model=Church2026.01 | 32.62 | 0.9 | — | 0.16 | — | |
| DMPSNFEs=1002024.06 | 32.3 | 0.89 | 31.3 | 18.58 | — | |
| DMPSNFEs=100, Noise Level (sigma)=0.052024.06 | 32.18 | 0.87 | 23.88 | 18.77 | — | |
| DPSSource Model=In-domain2026.01 | 31.98 | 0.88 | — | 0.14 | — | |
| D-Flow2026.06 | 30.74 | — | — | 0.025 | 48.9 | |
| DiffPIRNFEs=100, Noise Level (sigma)=0.052024.06 | 29.71 | 0.74 | 32.11 | 27.14 | — | |
| Flow Priors2026.06 | 29.65 | — | — | 0.058 | 12.27 | |
| UnSCARTraining=Jointly trained on all tasks2026.03 | 27.78 | 0.97 | — | 0.08 | — | |
| PnP-Flow2026.06 | 27.61 | — | — | 0.136 | 52.23 | |
| OT-ODE2026.06 | 27.57 | — | — | 0.05 | 8.29 | |
| SP32026.06 | 27.23 | — | — | 0.0522 | 34.38 | |
| InstructIRTraining=Jointly trained on all tasks2026.03 | 27.12 | 0.91 | — | 0.15 | — | |
| OneRestoreTraining=Jointly trained on all tasks2026.03 | 27.01 | 0.91 | — | 0.16 | — | |
| DDRM2026.06 | 26.8 | — | — | 0.089 | 68.42 | |
| NAFNetTraining=Jointly trained on all tasks2026.03 | 26.64 | 0.89 | — | 0.15 | — | |
| DPS2026.06 | 25.14 | — | — | 0.055 | 16.16 | |
| PromptIRTraining=Jointly trained on all tasks2026.03 | 23.25 | 0.88 | — | 0.21 | — | |
| AwRaCleTraining=Jointly trained on all tasks2026.03 | 22.99 | 0.88 | — | 0.24 | — | |
| PnP-GS2026.06 | 22.97 | — | — | 0.155 | 128.87 | |
| DiffPIR2026.06 | 22.61 | — | — | 0.105 | 74.04 | |
| RestormerTraining=Jointly trained on all tasks2026.03 | 22.03 | 0.85 | — | 0.28 | — | |
| AdaIRTraining=Jointly trained on all tasks2026.03 | 18.04 | 0.78 | — | 0.39 | — | |
| A^T ymode=zero-shot2022.12 | 15.57 | 0.809 | 181.56 | — | — | |
| DPIR2026.06 | 14.88 | — | — | 0.25 | 121.67 | |
| RED2026.06 | 14.85 | — | — | 0.261 | 136.61 | |
| A y2024.06 | 13.96 | 0.25 | 230.61 | 75.54 | — | |
| A†yNoise Level (sigma)=0.052024.06 | 13.7 | 0.19 | 226.28 | 76.07 | — | |
| RED-diffNFEs=100, Noise Level (sigma)=0.052024.06 | 7.96 | 0.18 | 192.32 | 78.27 | — | |
| RED-diffNFEs=1002024.06 | 7.94 | 0.18 | 192.07 | 78.23 | — |