Box Inpainting on ImageNet
23.98PSNRLatent DAPS
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Latent DAPSNFE=250x22026.03 | 23.98 | 0.707 | 0.348 | — | — | 0.468 | 0.365 | 43.93 | |
| FlowDPSNFE=250x22026.03 | 23.21 | 0.706 | 0.364 | 75.62 | 0.166 | 0.606 | 0.482 | 14.47 | |
| Latent DPSNFE=250x22026.03 | 22.8 | 0.704 | 0.349 | 62.89 | 0.132 | 0.511 | 0.389 | 7.223 | |
| FlowChefNFE=250x22026.03 | 22.8 | 0.704 | 0.349 | 63.2 | 0.133 | 0.512 | 0.389 | 7.612 | |
| MPGDNFE=250x22026.03 | 22.76 | 0.705 | 0.35 | 62.35 | 0.132 | 0.51 | 0.388 | 7.487 | |
| VFMNFE=10, Evaluation=average2026.03 | 22.71 | 0.632 | 0.28 | 33.34 | 0.074 | 0.387 | 0.362 | 0.252 | |
| PSLDNFE=250x22026.03 | 22.61 | 0.699 | 0.346 | 67.22 | 0.153 | 0.536 | 0.435 | 10.07 | |
| VFMNFE=1, Evaluation=single sample2026.03 | 21.98 | 0.609 | 0.281 | 33.34 | 0.074 | 0.387 | 0.362 | 0.025 | |
| DAPSType=Pixel, Run-time (s)=81.1662026.03 | 21.399 | 72.6 | 0.271 | — | — | — | — | — | |
| FAST-DIPSType=Pixel, Run-time (s)=6.3472026.03 | 21.381 | 77.7 | 0.278 | — | — | — | — | — | |
| PSLDType=Latent, Run-time (s)=146.6442026.03 | 21.084 | 80.3 | 0.186 | — | — | — | — | — | |
| SITCOMType=Pixel, Run-time (s)=73.9862026.03 | 20.638 | 79.4 | 0.209 | — | — | — | — | — | |
| HRDISType=Pixel, Run-time (s)=10.1072026.03 | 20.507 | 70.7 | 0.28 | — | — | — | — | — | |
| LatentDAPSType=Latent, Run-time (s)=96.1102026.03 | 19.63 | 58.8 | 0.522 | — | — | — | — | — | |
| frozen-θNFE=12026.03 | 19.41 | 0.531 | 0.528 | 136.12 | 0.255 | 0.814 | 0.601 | 0.015 | |
| Latent FAST-DIPSType=Latent, Run-time (s)=45.9892026.03 | 19.349 | 71.6 | 0.389 | — | — | — | — | — | |
| DDNMMemory (MB)=5031, Run time (sec)=2962026.03 | 19.2 | — | — | — | — | — | — | — | |
| DIFFPIRMemory (MB)=5007, Run time (sec)=1692026.03 | 18.7 | — | — | — | — | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | 18.3 | — | — | — | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | 18.2 | — | — | — | — | — | — | — | |
| ReSampleType=Latent, Run-time (s)=281.8312026.03 | 18.087 | 71.3 | 0.309 | — | — | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | 18 | — | — | — | — | — | — | — | |
| C-ΠGDMType=Pixel, Run-time (s)=3.6832026.03 | 17.514 | 67.6 | 0.36 | — | — | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | 17.1 | — | — | — | — | — | — | — | |
| PGDMMemory (MB)=8741, Run time (sec)=3712026.03 | 16.4 | — | — | — | — | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | 12.6 | — | — | — | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | — | 0.73 | — | — | — | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=219, sigma_y=0.052026.03 | — | — | 0.31 | — | — | — | — | — | |
| DDNMMemory (MB)=5031, Run time (sec)=2962026.03 | — | 0.76 | — | — | — | — | — | — | |
| DDNMMemory (MB)=5031, Run time (sec)=296, sigma_y=0.052026.03 | — | — | 0.28 | — | — | — | — | — | |
| DIFFPIRMemory (MB)=5007, Run time (sec)=1692026.03 | — | 0.78 | — | — | — | — | — | — | |
| DIFFPIRMemory (MB)=5007, Run time (sec)=169, sigma_y=0.052026.03 | — | — | 0.28 | — | — | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | — | 0.58 | — | — | — | — | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=360, sigma_y=0.052026.03 | — | — | 0.46 | — | — | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | — | 0.72 | — | — | — | — | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=83, sigma_y=0.052026.03 | — | — | 0.32 | — | — | — | — | — | |
| PGDMMemory (MB)=8741, Run time (sec)=3712026.03 | — | 0.61 | — | — | — | — | — | — | |
| PGDMMemory (MB)=8741, Run time (sec)=371, sigma_y=0.052026.03 | — | — | 0.28 | — | — | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | — | 0.51 | — | — | — | — | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=636, sigma_y=0.052026.03 | — | — | 0.71 | — | — | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | — | 0.36 | — | — | — | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=165, sigma_y=0.052026.03 | — | — | 0.36 | — | — | — | — | — |