Super-resolution on FFHQ (test)
88.8SSIMOptDiff
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| OptDiffSteps=100, Time (s)=3.22 ± 0.382026.05 | 88.8 | — | — | — | 31.84 | |
| OptDiffSteps=20, Time (s)=0.72 ± 0.0842026.05 | 87.9 | — | — | — | 31.23 | |
| RED-diffSteps=100, Time (s)=5.30 ± 0.652026.05 | 87.5 | — | — | — | 31.25 | |
| SGPnPscale=4x2026.04 | 87.4 | 0.194 | — | 29.9 | — | |
| Pi-GDMSteps=20, Time (s)=2.47 ± 0.182026.05 | 87.4 | — | — | — | 30.94 | |
| DDRMSteps=100, Time (s)=5.34 ± 0.592026.05 | 86.9 | — | — | — | 31.08 | |
| DPSSteps=100, Time (s)=8.56 ± 0.692026.05 | 86.6 | — | — | — | 30.5 | |
| Pi-GDMSteps=100, Time (s)=12.37 ± 0.442026.05 | 86.3 | — | — | — | 30.35 | |
| DDRMSteps=20, Time (s)=1.09 ± 0.162026.05 | 85.9 | — | — | — | 30.51 | |
| DiffPIRscale=4x2026.04 | 85.4 | 0.194 | — | 29.69 | — | |
| DDSSteps=20, Time (s)=1.13 ± 0.102026.05 | 84.3 | — | — | — | 29.44 | |
| DPSscale=4x2026.04 | 83.9 | 0.14 | — | 28.66 | — | |
| SNOREscale=4x2026.04 | 83.7 | 0.24 | — | 26.4 | — | |
| DDSSteps=100, Time (s)=4.77 ± 0.222026.05 | 83.5 | — | — | — | 29.09 | |
| DPIRscale=4x2026.04 | 83.3 | 0.255 | — | 26.54 | — | |
| RED-diffSteps=20, Time (s)=0.98 ± 0.142026.05 | 83.1 | — | — | — | 29.54 | |
| DPSSteps=20, Time (s)=1.79 ± 0.902026.05 | 81.9 | — | — | — | 28.8 | |
| Inputscale=4x2026.04 | 77.8 | 0.305 | — | 24.61 | — | |
| DAPSSteps=100, Time (s)=18.90 ± 0.482026.05 | 76.3 | — | — | — | 29.63 | |
| P-FlowScale=8x2026.05 | 62 | 0.262 | — | 20.34 | — | |
| DAPSSteps=20, Time (s)=2.49 ± 0.182026.05 | 61.2 | — | — | — | 27.34 | |
| P-FlowScale=16x2026.05 | 52.7 | 0.341 | — | 17.52 | — | |
| D-FlowScale=8x2026.05 | 46.3 | 0.312 | — | 19.96 | — | |
| PnP-FlowScale=8x2026.05 | 44.2 | 0.504 | — | 15.7 | — | |
| FlowerScale=8x2026.05 | 42.3 | 0.526 | — | 14.58 | — | |
| PnP-FlowScale=16x2026.05 | 41.7 | 0.583 | — | 13.26 | — | |
| FlowerScale=16x2026.05 | 41.5 | 0.589 | — | 12.91 | — | |
| DegradedScale=16x2026.05 | 35.9 | 0.896 | — | 11.36 | — | |
| DegradedScale=8x2026.05 | 32.3 | 0.974 | — | 11.35 | — | |
| Flow-PriorsScale=8x2026.05 | 25.2 | 0.616 | — | 15.86 | — | |
| D-FlowScale=16x2026.05 | 23.8 | 0.765 | — | 13.13 | — | |
| Flow-PriorsScale=16x2026.05 | 20.6 | 0.702 | — | 13.38 | — | |
| BRGMInput Resolution=16x16, Scale Factor=x42020.12 | — | 0.24 | 25.66 | — | — | |
| BRGMInput Resolution=32x32, Scale Factor=x42020.12 | — | 0.3 | 18.93 | — | — | |
| BRGMInput Resolution=64x64, Scale Factor=x42020.12 | — | 0.36 | 16.07 | — | — | |
| ESRGANInput Resolution=16x16, Scale Factor=x42020.12 | — | 0.35 | 29.32 | — | — | |
| ESRGANInput Resolution=32x32, Scale Factor=x42020.12 | — | 0.29 | 23.02 | — | — | |
| ESRGANInput Resolution=64x64, Scale Factor=x42020.12 | — | 0.26 | 18.37 | — | — | |
| PULSEInput Resolution=16x16, Scale Factor=x42020.12 | — | 0.29 | 27.14 | — | — | |
| PULSEInput Resolution=32x32, Scale Factor=x42020.12 | — | 0.48 | 42.97 | — | — | |
| PULSEInput Resolution=64x64, Scale Factor=x42020.12 | — | 0.53 | 41.31 | — | — | |
| SRFBNInput Resolution=16x16, Scale Factor=x42020.12 | — | 0.33 | 22.07 | — | — | |
| SRFBNInput Resolution=32x32, Scale Factor=x42020.12 | — | 0.23 | 12.73 | — | — | |
| SRFBNInput Resolution=64x64, Scale Factor=x42020.12 | — | 0.23 | 9.4 | — | — |