Inpainting on ImageNet 256x256 (val)
0.092LPIPSDiffPIR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DiffPIRType=Pixel2026.05 | 0.092 | 48.71 | 28.7 | 84 | |
| SubDAPS++Type=Dynamic2026.05 | 0.092 | 49.15 | 28.61 | 84.3 | |
| MGPSType=Pixel2026.05 | 0.105 | 51.14 | 28.25 | 82.8 | |
| SubDAPSType=Dynamic2026.05 | 0.114 | 56.2 | 27.62 | 78 | |
| DAPSType=Pixel2026.05 | 0.115 | 56.73 | 27.63 | 78 | |
| AdaPSType=Pixel2026.05 | 0.115 | 60.74 | 28.4 | 84.6 | |
| ΠGDMType=Pixel2026.05 | 0.139 | 73.91 | 28.18 | 83.6 | |
| LatentDAPSType=Latent2026.05 | 0.164 | 85.24 | 27.33 | 81 | |
| RED-diffType=Pixel2026.05 | 0.173 | 93.24 | 26.67 | 76.6 | |
| ResampleType=Latent2026.05 | 0.189 | 105.68 | 25.23 | 72.3 | |
| DiffRGDSampling Steps=1002026.06 | 0.208 | — | 31.16 | 87.5 | |
| DSGSampling Steps=1002026.06 | 0.255 | — | 26.58 | 75.4 | |
| VML-MAPPreconditioned=false2025.12 | 0.262 | 74.21 | — | — | |
| VML-MAPprePreconditioned=true2025.12 | 0.262 | 74.21 | — | — | |
| MAPGA2025.12 | 0.29 | 80.76 | — | — | |
| DPSType=Pixel2026.05 | 0.299 | 141.99 | 25.33 | 68.7 | |
| ADMMDiffSampling Steps=1002026.06 | 0.303 | — | 27.97 | 74.4 | |
| MPGDSampling Steps=1002026.06 | 0.323 | — | 26.15 | 71.1 | |
| SubDPSType=Dynamic2026.05 | 0.338 | 162.62 | 24.81 | 66.1 | |
| DPSSampling Steps=1002026.06 | 0.349 | — | 23.24 | 63.3 | |
| DAPSIterations=4K2025.12 | 0.365 | 93.62 | — | — | |
| ΠGDM2025.12 | 0.373 | 103.7 | — | — | |
| DAPSIterations=1K2025.12 | 0.384 | 98.45 | — | — | |
| DDRM2025.12 | 0.393 | 103.5 | — | — |