Motion Deblur on FFHQ
30.003PSNROurs-tweedie
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Ours-tweedie2026.03 | 30.003 | 0.179 | — | — | 0.854 | — | — | |
| DAPSType=Continuous2026.05 | 29.66 | 0.157 | — | — | — | — | — | |
| Ours-ode2026.03 | 29.648 | 0.154 | — | — | 0.841 | — | — | |
| DAPS2026.03 | 29.051 | 0.175 | — | — | 0.815 | — | — | |
| FMRG-J2026.04 | 28.62 | 0.155 | 41.33 | — | 0.834 | 0.022 | — | |
| Robust-GDcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 28.57 | 0.131 | 68.53 | — | 0.795 | — | — | |
| DiffPIR + Fast ProxiMAPNFE=272026.05 | 28.37 | 0.235 | — | — | — | — | — | |
| FMRG-E2026.04 | 28.1 | 0.153 | 38.52 | — | 0.807 | 0.015 | — | |
| Robust-CGcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 27.79 | 0.162 | 77.63 | — | 0.783 | — | — | |
| DPIR + Fast ProxiMAPNFE=272026.05 | 27.74 | 0.26 | — | — | — | — | — | |
| DAPS + ProxiMAPNFE=12002026.05 | 27.74 | 0.233 | — | — | — | — | — | |
| SITCOMNFE=8002026.05 | 27.52 | 0.267 | — | — | — | — | — | |
| Robust-CGcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 27.51 | 0.168 | 81.94 | — | 0.767 | — | — | |
| DAPSNFE=12002026.05 | 27.51 | 0.242 | — | — | — | — | — | |
| DiffPIR + ProxiMAPNFE=1602026.05 | 27.49 | 0.236 | — | — | — | — | — | |
| MCLCBase Method=LDPS2026.01 | 27.45 | 0.318 | 82.94 | 55.55 | — | — | — | |
| DiffPIRNFE=202026.05 | 27.42 | 0.227 | — | — | — | — | — | |
| ReSampleType=Continuous2026.05 | 27.41 | 0.198 | — | — | — | — | — | |
| PnPFlowNFE=5002026.05 | 27.1 | 0.298 | — | — | — | — | — | |
| LatentDAPSType=Continuous2026.05 | 27 | 0.283 | — | — | — | — | — | |
| DPIRNFE=202026.05 | 26.96 | 0.321 | — | — | — | — | — | |
| DiffStateGradBase Method=PSLD2026.01 | 26.88 | 0.34 | 107.95 | 102.28 | — | — | — | |
| PSLDBase Method=PSLD2026.01 | 26.87 | 0.343 | 106.34 | 102.6 | — | — | — | |
| MCLCBase Method=PSLD2026.01 | 26.86 | 0.308 | 74.64 | 60.05 | — | — | — | |
| FlowDPS2026.04 | 26.85 | 0.233 | 64.55 | — | 0.789 | 0.042 | — | |
| APSType=Discrete2026.05 | 26.58 | 0.317 | — | — | — | — | — | |
| DiffPIRType=Continuous2026.05 | 26.57 | 0.255 | — | — | — | — | — | |
| DiffStateGradBase Method=LDPS2026.01 | 26.56 | 0.387 | 118.71 | 110.6 | — | — | — | |
| LDPSBase Method=LDPS2026.01 | 26.54 | 0.39 | 118.77 | 112.74 | — | — | — | |
| DPIR + ProxiMAPNFE=1602026.05 | 26.54 | 0.281 | — | — | — | — | — | |
| REDDiffNFE=10002026.05 | 26.54 | 0.291 | — | — | — | — | — | |
| DPSNFE=20002026.05 | 26.42 | 0.223 | — | — | — | — | — | |
| Robust-GDcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 26.36 | 0.153 | 70.98 | — | 0.71 | — | — | |
| LatentDAPSBase Method=LatentDAPS2026.01 | 24.83 | 0.491 | 160.5 | 198.21 | — | — | — | |
| MCLCBase Method=LatentDAPS2026.01 | 24.65 | 0.496 | 165.19 | 199.74 | — | — | — | |
| DiffStateGradBase Method=LatentDAPS2026.01 | 24.6 | 0.494 | 163.28 | 199.27 | — | — | — | |
| FlowChef2026.04 | 24.53 | 0.296 | 109.3 | — | 0.713 | 0.081 | — | |
| DPSType=Continuous2026.05 | 24.52 | 0.246 | — | — | — | — | — | |
| MCLCBase Method=ReSample2026.01 | 24.24 | 0.588 | 102.02 | 118.87 | — | — | — | |
| RED-diffcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 23.42 | 0.41 | 157.78 | — | 0.546 | — | — | |
| DPS2026.03 | 23.257 | 0.265 | — | — | 0.663 | — | — | |
| DiffStateGradBase Method=ReSample2026.01 | 23.16 | 0.623 | 104.42 | 133.68 | — | — | — | |
| ReSampleBase Method=ReSample2026.01 | 22.45 | 0.635 | 108.14 | 174.52 | — | — | — | |
| DAPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 22.35 | 0.374 | 230.03 | — | 0.585 | — | — | |
| PSLDType=Continuous2026.05 | 22.31 | 0.336 | — | — | — | — | — | |
| DPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 22 | 0.22 | 93.82 | — | 0.587 | — | — | |
| ∆LPSType=Discrete2026.05 | 21 | 0.26 | — | — | — | — | — | |
| DCPScontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 20.82 | 0.315 | 131.96 | — | 0.596 | — | — | |
| DPS2026.04 | 20.2 | 0.483 | 127.91 | — | 0.618 | 0.077 | — | |
| DPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 19.79 | 0.25 | 100.22 | — | 0.542 | — | — | |
| PMC2026.03 | 19.48 | 0.426 | — | — | 0.59 | — | — | |
| DiffPIRcontamination fraction (rho)=0.02, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 19.13 | 0.642 | 284.05 | — | 0.322 | — | — | |
| RED-diffcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 17.02 | 0.828 | 335.15 | — | 0.296 | — | — | |
| DiffPIRcontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 15.98 | 0.744 | 329.52 | — | 0.221 | — | — | |
| DAPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 13.92 | 0.766 | 375.09 | — | 0.263 | — | — | |
| DCPScontamination fraction (rho)=0.10, Gaussian noise level (sigma)=0.05, Blur type=Motion2026.05 | 11.65 | 0.92 | 332.83 | — | 0.155 | — | — | |
| CLAMP2026.05 | — | — | — | — | — | — | 1.052 | |
| DAPSMemory (MB)=2095, Run time (sec)=752026.03 | — | — | — | — | 0.79 | — | — | |
| DAPS2026.05 | — | — | — | — | — | — | 1.071 | |
| DCDP2026.05 | — | — | — | — | — | — | 1.76 | |
| DMPlug2026.05 | — | — | — | — | — | — | 1.216 | |
| DPSMemory (MB)=3309, Run time (sec)=1052026.03 | — | — | — | — | 0.65 | — | — | |
| G&GMemory (MB)=1983, Run time (sec)=252026.03 | — | — | — | — | 0.82 | — | — | |
| PNP-DMMemory (MB)=1985, Run time (sec)=1942026.03 | — | — | — | — | 0.75 | — | — | |
| RED-DIFFMemory (MB)=1985, Run time (sec)=502026.03 | — | — | — | — | 0.74 | — | — | |
| SITCOM2026.05 | — | — | — | — | — | — | 1.059 |