Gaussian Deblurring on ImageNet
0.99SSIMDDNM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DDNMNFEs=1002024.06 | 0.99 | 43.47 | 2.52 | 1.59 | |
| ProjDiffNFEs=1002024.06 | 0.99 | 44.17 | 2.22 | 1.35 | |
| DDRMNFEs=1002024.06 | 0.98 | 41.52 | 4.47 | 2.98 | |
| AtyNFEs=-2024.06 | 0.95 | 37.19 | 12.15 | 14.77 | |
| RED-diffNFEs=1002024.06 | 0.83 | 28.65 | 26.04 | 35.76 | |
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | 0.77 | — | — | — | |
| DPSNFEs=10002024.06 | 0.75 | 27.21 | 29.59 | 39.93 | |
| DCDP2026.01 | 0.727 | 26.08 | 0.195 | — | |
| DDRM2026.01 | 0.713 | 26.33 | 0.243 | — | |
| FAST-DIPSType=Pixel, Run-time (s)=4.9582026.03 | 0.705 | 26.181 | 0.344 | — | |
| DDNM2026.01 | 0.703 | 28.06 | 0.278 | — | |
| Resample2026.01 | 0.703 | 25.97 | 0.254 | — | |
| SITCOMType=Pixel, Run-time (s)=103.3382026.03 | 0.702 | 26.201 | 0.351 | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | 0.69 | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | 0.68 | — | — | — | |
| NFC2026.01 | 0.672 | 26.02 | 0.283 | — | |
| DAPSType=Pixel, Run-time (s)=94.6052026.03 | 0.662 | 25.946 | 0.352 | — | |
| Latent FAST-DIPSType=Latent, Run-time (s)=48.2292026.03 | 0.661 | 25.356 | 0.424 | — | |
| DAPS2026.01 | 0.658 | 25.89 | 0.268 | — | |
| HRDISType=Pixel, Run-time (s)=5.9602026.03 | 0.633 | 24.575 | 0.419 | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | 0.63 | — | — | — | |
| DDRM-LAMPNFE=202026.05 | 0.613 | 22.41 | — | — | |
| DDRMNFE=202026.05 | 0.611 | 22.38 | — | — | |
| FPS2026.01 | 0.601 | 23.91 | 0.387 | — | |
| DDNMMemory (MB)=5031, Run time (sec)=2962026.03 | 0.6 | — | — | — | |
| DPS2026.01 | 0.598 | 20.31 | 0.397 | — | |
| DiffPIR-LAMPNFE=1002026.05 | 0.596 | 22.01 | — | — | |
| C-ΠGDMType=Pixel, Run-time (s)=4.8812026.03 | 0.595 | 23.701 | 0.352 | — | |
| FGPS2026.01 | 0.583 | 23.53 | 0.305 | — | |
| DiffPIRNFE=1002026.05 | 0.581 | 21.77 | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | 0.57 | — | — | — | |
| LatentDAPSType=Latent, Run-time (s)=98.3402026.03 | 0.561 | 22.818 | 0.543 | — | |
| ReSampleType=Latent, Run-time (s)=333.8222026.03 | 0.497 | 23.53 | 0.439 | — | |
| DPSNFE=10002026.05 | 0.495 | 21.02 | — | — | |
| FlowDPS2026.01 | 0.485 | 19.38 | 0.532 | — | |
| DiffPIR-1MNFE=1002026.05 | 0.361 | 19.27 | — | — | |
| DiffPIR-2MNFE=1002026.05 | 0.34 | 18.73 | — | — | |
| PSLDType=Latent, Run-time (s)=148.7382026.03 | 0.212 | 16.608 | 0.566 | — | |
| PGDMMemory (MB)=8741, Run time (sec)=3712026.03 | 0.07 | — | — | — | |
| DDRM-1MNFE=202026.05 | 0.043 | 8.53 | — | — | |
| DDRM-2MNFE=202026.05 | 0.043 | 8.5 | — | — |