Gaussian Deblurring on CelebA
45.57PSNRProjDiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ProjDiffNFEs=1002024.06 | 45.57 | 0.99 | 2.99 | 2.05 | |
| DDNMNFEs=1002024.06 | 45.36 | 0.99 | 3.01 | 2.08 | |
| DMPSNFEs=1002024.06 | 42.84 | 0.98 | 4.27 | 3.86 | |
| DDRMNFEs=1002024.06 | 42.41 | 0.98 | 5.03 | 7.73 | |
| IGDMNFEs=1002024.06 | 40.69 | 0.98 | 5.92 | 17.38 | |
| DPSNFEs=10002024.06 | 35.55 | 0.94 | 11.27 | 25.45 | |
| ResampleNFEs=1002024.06 | 33.6 | 0.91 | 17.45 | 37.7 | |
| RED-diffNFEs=1002024.06 | 33.07 | 0.9 | 17.02 | 20.54 | |
| ProjDiffNFEs=100, Noise Level (sigma)=0.052024.06 | 31.41 | 0.87 | 18.12 | 34.59 | |
| ResampleNFEs=100, Noise Level (sigma)=0.052024.06 | 30.89 | 0.85 | 21.91 | 38.61 | |
| DDNM+NFEs=100, Noise Level (sigma)=0.052024.06 | 30.6 | 0.85 | 19.79 | 38.23 | |
| DDRMNFEs=100, Noise Level (sigma)=0.052024.06 | 30.51 | 0.85 | 19.89 | 38.24 | |
| DMPSNFEs=100, Noise Level (sigma)=0.052024.06 | 30.51 | 0.84 | 20.32 | 33.63 | |
| AdamSphereModel=CelebA2026.01 | 29.98 | 0.82 | 0.21 | — | |
| OursPrior=In-domain2026.01 | 29.98 | 0.82 | 0.21 | — | |
| DMPlugPrior=In-domain2026.01 | 29.52 | 0.81 | 0.23 | — | |
| DPSNFEs=1000, Noise Level (sigma)=0.052024.06 | 29.46 | 0.81 | 21.19 | 38.54 | |
| AdamSphereModel=Bedroom2026.01 | 27.97 | 0.77 | 0.27 | — | |
| DiffPIRNFEs=1002024.06 | 27.87 | 0.73 | 32.33 | 50.18 | |
| AdamSphereModel=Church2026.01 | 27.66 | 0.75 | 0.29 | — | |
| IGDMNFEs=100, Noise Level (sigma)=0.052024.06 | 27.57 | 0.76 | 23.76 | 38.61 | |
| DPSModel=In-domain2026.01 | 27.55 | 0.76 | 0.19 | — | |
| DiffPIRNFEs=100, Noise Level (sigma)=0.052024.06 | 26.93 | 0.62 | 38.07 | 53.01 | |
| DPSNFE=10002026.05 | 26.45 | 0.72 | — | — | |
| RED-diffNFEs=100, Noise Level (sigma)=0.052024.06 | 26.32 | 0.56 | 41.23 | 56.59 | |
| DDRM-LAMPNFE=202026.05 | 26.14 | 0.791 | — | — | |
| DDRMNFE=202026.05 | 26.11 | 0.789 | — | — | |
| DiffPIR-LAMPNFE=1002026.05 | 25.04 | 0.716 | — | — | |
| DiffPIRNFE=1002026.05 | 24.84 | 0.705 | — | — | |
| DiffPIR-1MNFE=1002026.05 | 24.84 | 0.705 | — | — | |
| DiffPIR-2MNFE=1002026.05 | 24.56 | 0.687 | — | — | |
| A y2024.06 | 18.85 | 0.63 | 34.51 | 54.77 | |
| A†yNoise Level (sigma)=0.052024.06 | 18.06 | 0.33 | 61.51 | 93.9 | |
| DDRM-2MNFE=202026.05 | 15.61 | 0.149 | — | — | |
| DDRM-1MNFE=202026.05 | 15.51 | 0.146 | — | — |