Nonlinear Deblur on ImageNet
28.138PSNRSITCOM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SITCOMType=Pixel, Run-time (s)=113.1652026.03 | 28.138 | 0.218 | — | — | 79.1 | |
| DAPSType=Pixel, Run-time (s)=1453.3142026.03 | 27.537 | 0.266 | — | — | 73.4 | |
| Latent FAST-DIPSType=Latent, Run-time (s)=113.5372026.03 | 26.234 | 0.35 | — | — | 72 | |
| ReSampleType=Latent, Run-time (s)=1250.7832026.03 | 26.047 | 0.301 | — | — | 69.7 | |
| FAST-DIPSType=Pixel, Run-time (s)=62.3502026.03 | 25.607 | 0.373 | — | — | 69.5 | |
| Resample + REPARepresentation Alignment=REPA2025.11 | 25.13 | 0.248 | 103.96 | — | 66.8 | |
| Resample2025.11 | 25.04 | 0.276 | 141.44 | — | 66.1 | |
| Latent DPS2025.11 | 24.62 | 0.302 | 170.41 | — | 65.3 | |
| Latent DPS + REPARepresentation Alignment=REPA2025.11 | 24.52 | 0.266 | 105.73 | — | 64.5 | |
| DiffStateGradBase Method=ReSample2026.01 | 23.1 | 0.424 | 182.52 | 135.05 | — | |
| ReSampleBase Method=ReSample2026.01 | 23.01 | 0.423 | 195.66 | 135.51 | — | |
| MCLCBase Method=ReSample2026.01 | 22.96 | 0.421 | 185.63 | 136.69 | — | |
| DiffStateGradBase Method=LatentDAPS2026.01 | 22.65 | 0.511 | 179.25 | 147.14 | — | |
| LatentDAPSBase Method=LatentDAPS2026.01 | 22.58 | 0.515 | 186.81 | 148.47 | — | |
| HRDISType=Pixel, Run-time (s)=6.6532026.03 | 22.553 | 0.448 | — | — | 50.4 | |
| LatentDAPSType=Latent, Run-time (s)=249.6392026.03 | 22.516 | 0.53 | — | — | 56.8 | |
| MCLCBase Method=LatentDAPS2026.01 | 22.38 | 0.508 | 186.76 | 150.35 | — |