Motion Deblurring on ImageNet (PSNR, LPIPS, FID, P-FID)
26.9PSNRG&G
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| G&GMemory (MB)=4991, Run time (sec)=832026.03 | 26.9 | — | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=1652026.03 | 25.5 | — | — | — | |
| DPIR + Fast ProxiMAPNFE=272026.05 | 25.5 | 0.36 | — | — | |
| DPIR + ProxiMAPNFE=1602026.05 | 25.4 | 0.37 | — | — | |
| DPIRNFE=202026.05 | 25.2 | 0.36 | — | — | |
| DiffPIR + Fast ProxiMAPNFE=272026.05 | 25.2 | 0.34 | — | — | |
| DiffPIR + ProxiMAPNFE=1602026.05 | 25.1 | 0.37 | — | — | |
| MCLCBase Method=PSLD2026.01 | 24.94 | 0.387 | 99.21 | 93.49 | |
| MCLCBase Method=LDPS2026.01 | 24.79 | 0.424 | 119.65 | 97.68 | |
| DAPSMemory (MB)=4993, Run time (sec)=2192026.03 | 24.7 | — | — | — | |
| DAPS + ProxiMAPNFE=12002026.05 | 24.7 | 0.34 | — | — | |
| DiffStateGradBase Method=PSLD2026.01 | 24.6 | 0.401 | 138.91 | 121.98 | |
| SITCOMNFE=8002026.05 | 24.6 | 0.35 | — | — | |
| PSLDBase Method=PSLD2026.01 | 24.54 | 0.407 | 141.67 | 121.41 | |
| DAPSNFE=12002026.05 | 24.4 | 0.36 | — | — | |
| DiffPIRNFE=202026.05 | 24.3 | 0.4 | — | — | |
| DiffStateGradBase Method=LDPS2026.01 | 24.08 | 0.447 | 154.48 | 122.01 | |
| REDDiffNFE=10002026.05 | 24 | 0.42 | — | — | |
| LDPSBase Method=LDPS2026.01 | 23.93 | 0.451 | 154.3 | 121.79 | |
| PnPFlowNFE=5002026.05 | 23.7 | 0.43 | — | — | |
| DPSNFE=20002026.05 | 23.7 | 0.32 | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=6362026.03 | 23.4 | — | — | — | |
| MCLCBase Method=LatentDAPS2026.01 | 23.31 | 0.502 | 176.77 | 141.66 | |
| DiffStateGradBase Method=LatentDAPS2026.01 | 23.11 | 0.5 | 184.03 | 141.35 | |
| LatentDAPSBase Method=LatentDAPS2026.01 | 23.06 | 0.503 | 183.22 | 142.5 | |
| MCLCBase Method=ReSample2026.01 | 22.33 | 0.616 | 102.81 | 118.81 | |
| DiffStateGradBase Method=ReSample2026.01 | 21.58 | 0.633 | 101.84 | 129.92 | |
| ReSampleBase Method=ReSample2026.01 | 21.42 | 0.589 | 156.25 | 158.9 | |
| DPSMemory (MB)=8701, Run time (sec)=3602026.03 | 20.4 | — | — | — | |
| DAPSMemory (MB)=4993, Run time (sec)=219, sigma_y=0.052026.03 | — | 0.4 | — | — | |
| DPSMemory (MB)=8701, Run time (sec)=360, sigma_y=0.052026.03 | — | 0.41 | — | — | |
| G&GMemory (MB)=4991, Run time (sec)=83, sigma_y=0.052026.03 | — | 0.28 | — | — | |
| PNP-DMMemory (MB)=4993, Run time (sec)=636, sigma_y=0.052026.03 | — | 0.5 | — | — | |
| RED-DIFFMemory (MB)=4995, Run time (sec)=165, sigma_y=0.052026.03 | — | 0.35 | — | — |