Motion Deblurring on ImageNet
0.935SSIMNFC
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NFC2026.01 | 0.935 | 34.7 | 0.155 | |
| DCDP2026.01 | 0.931 | 33.03 | 0.048 | |
| SITCOMType=Pixel, Run-time (s)=103.3382026.03 | 0.807 | 28.875 | 0.247 | |
| FAST-DIPSType=Pixel, Run-time (s)=4.6232026.03 | 0.799 | 29.037 | 0.236 | |
| DDNM2026.01 | 0.791 | 28.41 | 0.23 | |
| DDRM2026.01 | 0.784 | 28.48 | 0.182 | |
| DAPSType=Pixel, Run-time (s)=94.6812026.03 | 0.776 | 28.838 | 0.243 | |
| DAPS2026.01 | 0.766 | 27.86 | 0.196 | |
| Resample2026.01 | 0.738 | 26.94 | 0.227 | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | 0.72 | — | — | |
| Ours-tweedie2026.03 | 0.717 | 27.149 | 0.28 | |
| Latent FAST-DIPSType=Latent, Run-time (s)=47.2822026.03 | 0.709 | 26.627 | 0.386 | |
| Ours-ode2026.03 | 0.694 | 26.615 | 0.275 | |
| DAPS2026.03 | 0.689 | 26.571 | 0.276 | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | 0.66 | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | 0.65 | — | — | |
| FPS2026.01 | 0.647 | 24.52 | 0.326 | |
| DPS2026.01 | 0.629 | 18.96 | 0.423 | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | 0.6 | — | — | |
| LatentDAPSType=Latent, Run-time (s)=97.9882026.03 | 0.592 | 23.557 | 0.513 | |
| ReSampleType=Latent, Run-time (s)=316.9852026.03 | 0.579 | 24.845 | 0.404 | |
| FGPS2026.01 | 0.56 | 21.87 | 0.288 | |
| DDRM-LAMPNFE=202026.05 | 0.547 | 21.38 | — | |
| DDRMNFE=202026.05 | 0.544 | 21.36 | — | |
| DiffPIR-LAMPNFE=1002026.05 | 0.529 | 21.01 | — | |
| DiffPIRNFE=1002026.05 | 0.528 | 20.96 | — | |
| FlowDPS2026.01 | 0.513 | 19.92 | 0.5 | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | 0.49 | — | — | |
| PMC2026.03 | 0.48 | 21.608 | 0.51 | |
| DPS2026.03 | 0.451 | 19.613 | 0.451 | |
| DPSNFE=10002026.05 | 0.367 | 16.97 | — | |
| PSLDType=Latent, Run-time (s)=148.1512026.03 | 0.288 | 18.327 | 0.544 | |
| DiffPIR-1MNFE=1002026.05 | 0.106 | 13.92 | — | |
| DiffPIR-2MNFE=1002026.05 | 0.1 | 13.46 | — | |
| DDRM-1MNFE=202026.05 | 0.039 | 8.71 | — | |
| DDRM-2MNFE=202026.05 | 0.039 | 8.68 | — |