Gaussian Deblur on FFHQ
28.63PSNRRobust-GD
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Robust-GDcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 28.63 | 0.2 | 78.54 | — | 0.812 | |
| Robust-GDcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 28.37 | 0.209 | 82.02 | — | 0.804 | |
| MCLCBase Method=LDPS2026.01 | 28.14 | 0.303 | 80.83 | 54.74 | — | |
| Robust-CGcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 28.04 | 0.232 | 87.66 | — | 0.804 | |
| MCLCBase Method=PSLD2026.01 | 27.97 | 0.286 | 66.28 | 59.13 | — | |
| Robust-CGcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 27.96 | 0.234 | 86.58 | — | 0.802 | |
| DiffStateGradBase Method=PSLD2026.01 | 27.89 | 0.311 | 86.73 | 87.9 | — | |
| PSLDBase Method=PSLD2026.01 | 27.84 | 0.314 | 89.18 | 90.54 | — | |
| LDPSBase Method=LDPS2026.01 | 27.61 | 0.349 | 100.1 | 93.55 | — | |
| DiffStateGradBase Method=LDPS2026.01 | 27.59 | 0.348 | 100.82 | 94.14 | — | |
| DiffStateGradBase Method=LatentDAPS2026.01 | 27.52 | 0.349 | 106.04 | 122.03 | — | |
| LatentDAPSBase Method=LatentDAPS2026.01 | 27.51 | 0.348 | 99.53 | 120.56 | — | |
| MCLCBase Method=LatentDAPS2026.01 | 27.42 | 0.349 | 100.58 | 123.06 | — | |
| MCLCBase Method=ReSample2026.01 | 27.25 | 0.353 | 78.38 | 106.16 | — | |
| RED-diffcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 26.5 | 0.318 | 103.89 | — | 0.727 | |
| ReSampleBase Method=ReSample2026.01 | 26.44 | 0.368 | 75.17 | 148.11 | — | |
| DiffStateGradBase Method=ReSample2026.01 | 26.05 | 0.396 | 74.03 | 140.76 | — | |
| UOTIP2026.05 | 24.06 | — | 21.21 | — | 0.7139 | |
| OTUR2026.05 | 23.82 | — | 24.337 | — | 0.7106 | |
| DPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 23.76 | 0.183 | 85.6 | — | 0.643 | |
| DAPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 22.83 | 0.467 | 235.16 | — | 0.565 | |
| RED-diffcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 22.17 | 0.44 | 158.14 | — | 0.6 | |
| RCOT2026.05 | 22.07 | — | 123.692 | — | 0.5492 | |
| DiffPIRcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 21.49 | 0.573 | 229.75 | — | 0.443 | |
| DCPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 21.45 | 0.297 | 158.54 | — | 0.548 | |
| DPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 21.07 | 0.214 | 91.95 | — | 0.602 | |
| NOT2026.05 | 20.11 | — | 52.901 | — | 0.6035 | |
| DiffPIRcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 17.3 | 0.685 | 332.72 | — | 0.31 | |
| DAPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 14.52 | 0.654 | 348.48 | — | 0.287 | |
| DCPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Gaussian2026.05 | 13.94 | 0.621 | 313.75 | — | 0.246 | |
| DAPSMemory (MB)=2095, Run time (sec)=752026.03 | — | — | — | — | 0.81 | |
| DDNMMemory (MB)=2019, Run time (sec)=472026.03 | — | — | — | — | 0.03 | |
| DPSMemory (MB)=3309, Run time (sec)=1052026.03 | — | — | — | — | 0.72 | |
| G&GMemory (MB)=1983, Run time (sec)=252026.03 | — | — | — | — | 0.83 | |
| PGDMMemory (MB)=3409, Run time (sec)=1012026.03 | — | — | — | — | 0.14 | |
| PNP-DMMemory (MB)=1985, Run time (sec)=1942026.03 | — | — | — | — | 0.77 | |
| RED-DIFFMemory (MB)=1985, Run time (sec)=502026.03 | — | — | — | — | 0.81 |