4x Super Resolution on FFHQ
31.33PSNROptDiff
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OptDiff2026.05 | 31.33 | 86.9 | 0.117 | 53.64 | |
| RED-diff2026.05 | 31.25 | 87.5 | 0.108 | 45.1 | |
| DDRM2026.05 | 31.08 | 86.9 | 0.144 | 63.74 | |
| DiffPIR2026.05 | 31.06 | 87.3 | 0.092 | 37.18 | |
| DDNM2026.05 | 30.94 | 87.2 | 0.085 | 38.2 | |
| HRDISType=Pixel, Run-time (s)=2.2742026.03 | 30.455 | 86.7 | 0.156 | — | |
| DAPS2026.05 | 29.63 | 76.3 | 0.179 | 56.44 | |
| FAST-DIPSType=Pixel, Run-time (s)=2.7262026.03 | 29.573 | 84.1 | 0.244 | — | |
| SITCOMType=Pixel, Run-time (s)=21.5912026.03 | 29.555 | 84.1 | 0.237 | — | |
| LatentDAPSType=Latent, Run-time (s)=93.3832026.03 | 29.184 | 82.5 | 0.273 | — | |
| DAPSType=Continuous2026.05 | 29.07 | — | 0.177 | — | |
| DAPSType=Pixel, Run-time (s)=40.2292026.03 | 28.774 | 77.4 | 0.257 | — | |
| Latent FAST-DIPSType=Latent, Run-time (s)=45.3042026.03 | 28.634 | 79.7 | 0.283 | — | |
| G&GMemory (MB)=1983, Run time (sec)=252026.03 | 28.2 | — | — | — | |
| DDRM-LAMPNFE=202026.05 | 28.07 | 80.8 | — | — | |
| DDRMNFE=202026.05 | 27.94 | 80.4 | — | — | |
| C-ΠGDMType=Pixel, Run-time (s)=1.4042026.03 | 27.794 | 80.7 | 0.209 | — | |
| PSLDType=Continuous2026.05 | 27.62 | — | 0.276 | — | |
| DAPSMemory (MB)=2095, Run time (sec)=752026.03 | 27.5 | — | — | — | |
| APSType=Discrete2026.05 | 27.5 | — | 0.234 | — | |
| LatentDAPSType=Continuous2026.05 | 27.48 | — | 0.182 | — | |
| G2D2Type=Discrete2026.05 | 27.29 | — | 0.265 | — | |
| DiffPIR-LAMPNFE=1002026.05 | 27.05 | 70.4 | — | — | |
| DDNMMemory (MB)=2019, Run time (sec)=472026.03 | 26.9 | — | — | — | |
| DiffPIRType=Continuous2026.05 | 26.64 | — | 0.26 | — | |
| DDRMType=Continuous2026.05 | 26.58 | — | 0.282 | — | |
| DiffPIRNFE=1002026.05 | 26.54 | 67.6 | — | — | |
| DDRM-1MNFE=202026.05 | 26.11 | 69.6 | — | — | |
| RED-DIFFMemory (MB)=1985, Run time (sec)=502026.03 | 26.1 | — | — | — | |
| DDRM-2MNFE=202026.05 | 25.99 | 69.3 | — | — | |
| ∆LPSType=Discrete2026.05 | 25.93 | — | 0.23 | — | |
| DPSType=Continuous2026.05 | 25.86 | — | 0.269 | — | |
| SGDDType=Discrete2026.05 | 25.85 | — | 0.288 | — | |
| DiffPIR-1MNFE=1002026.05 | 25.01 | 59.2 | — | — | |
| PNP-DMMemory (MB)=1985, Run time (sec)=1942026.03 | 24.7 | — | — | — | |
| DiffPIR-2MNFE=1002026.05 | 24.65 | 57.4 | — | — | |
| PGDMMemory (MB)=3409, Run time (sec)=1012026.03 | 24.6 | — | — | — | |
| DPSNFE=10002026.05 | 24.27 | 67.6 | — | — | |
| PSLDType=Latent, Run-time (s)=92.7992026.03 | 23.749 | 60.1 | 0.347 | — | |
| ReSampleType=Latent, Run-time (s)=248.8652026.03 | 23.317 | 45.6 | 0.507 | — | |
| ReSampleType=Continuous2026.05 | 22.98 | — | 0.507 | — | |
| DPSMemory (MB)=3309, Run time (sec)=1052026.03 | 22.8 | — | — | — | |
| DAPSMemory (MB)=2095, Run time (sec)=752026.03 | — | 80 | — | — | |
| DDNMMemory (MB)=2019, Run time (sec)=472026.03 | — | 69 | — | — | |
| DPSMemory (MB)=3309, Run time (sec)=1052026.03 | — | 67 | — | — | |
| G&GMemory (MB)=1983, Run time (sec)=252026.03 | — | 79 | — | — | |
| PGDMMemory (MB)=3409, Run time (sec)=1012026.03 | — | 56 | — | — | |
| PNP-DMMemory (MB)=1985, Run time (sec)=1942026.03 | — | 75 | — | — | |
| RED-DIFFMemory (MB)=1985, Run time (sec)=502026.03 | — | 63 | — | — |