Image Inpainting on ImageNet (test)
28.44PSNRAdamSphere
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AdamSphereModel=DiT2026.01 | 28.44 | — | 72.7 | — | 0.394 | |
| DPSModel=SD2.12026.01 | 28.21 | — | 79.7 | — | 0.292 | |
| AdamSphereModel=SD2.12026.01 | 26.82 | — | 74.5 | — | 0.374 | |
| PUT_allGroup=deterministic, Mask Ratio=10-60%, Sampling strategy=all tokens2022.05 | 24.726 | 26.223 | 83.8 | 0.0321 | — | |
| DSGModel=SD2.12026.01 | 23.33 | — | 59.7 | — | 0.503 | |
| PUT_50Group=pluralistic, Mask Ratio=10-60%, K value=502022.05 | 23.264 | 27.648 | 81.8 | 0.0401 | — | |
| ECGroup=deterministic, Mask Ratio=40-60%2022.05 | 20.459 | 63.768 | 71.4 | 0.0582 | — | |
| AID-18NFE=35, Sec.=1.922026.05 | 9.79 | — | 54.98 | — | 0.3108 | |
| AID-12NFE=23, Sec.=1.222026.05 | 9.67 | — | 54.91 | — | 0.3321 | |
| RePaintNFE=350, Sec.=19.062026.05 | 7.56 | — | 52.04 | — | 0.3272 | |
| DPSNFE=35, Sec.=2.502026.05 | 7.26 | — | 50.1 | — | 0.4057 | |
| LatentPaintNFE=35, Sec.=2.012026.05 | 6.47 | — | 48.74 | — | 0.3989 | |
| ReplaceNFE=35, Sec.=1.942026.05 | 5.34 | — | 46.69 | — | 0.4275 | |
| MCGNFE=35, Sec.=1.862026.05 | 5.29 | — | 46.92 | — | 0.4242 | |
| UnguidedNFE=35, Sec.=1.842026.05 | 3.53 | — | 43.11 | — | 0.5084 | |
| Immiscible SD KNNArchitecture=Stable Diffusion, Noise Selection=KNN2025.05 | — | 17.32 | — | — | — | |
| Vanilla SDArchitecture=Stable Diffusion2025.05 | — | 18.35 | — | — | — |