Zero-Shot Posterior Sampling on FFHQ 256x256 (val)
26.11PSNRSpectral recommendations
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 26.11 | 0.72 | 0.32 | 48.52 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=3002026.02 | 23.35 | 0.58 | 0.41 | 57.94 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=4002026.02 | 22.69 | 0.55 | 0.44 | 61.74 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 22.35 | 0.61 | 0.42 | 68.3 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 22.13 | 0.63 | 0.41 | 70.67 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 21.37 | 0.59 | 0.45 | 79.2 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 20.42 | 0.58 | 0.45 | 87.91 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 20.34 | 0.59 | 0.42 | 71.49 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 19.45 | 0.57 | 0.44 | 75.5 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 19.18 | 0.5 | 0.49 | 82.26 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=2002026.02 | 18.72 | 0.5 | 0.5 | 85.81 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=4002026.02 | 18.64 | 0.49 | 0.5 | 82.39 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 18.29 | 0.53 | 0.47 | 78.64 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 18.27 | 0.39 | 0.57 | 121.08 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 18.11 | 0.47 | 0.51 | 87.79 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 17.89 | 0.51 | 0.53 | 107.91 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=3002026.02 | 17.63 | 0.45 | 0.53 | 88.43 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 17.28 | 0.49 | 0.53 | 111.52 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 17.18 | 0.37 | 0.59 | 132.8 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=2002026.02 | 17.08 | 0.43 | 0.54 | 91.55 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 16.87 | 0.49 | 0.58 | 130.05 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 16.65 | 0.43 | 0.55 | 97.04 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 16.27 | 0.34 | 0.6 | 133.89 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 16.1 | 0.46 | 0.61 | 140.88 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=1002026.02 | 15.73 | 0.45 | 0.59 | 120.04 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 15.65 | 0.42 | 0.57 | 127.92 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 14.93 | 0.42 | 0.56 | 98.23 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 14.68 | 0.33 | 0.63 | 137.13 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 14.56 | 0.33 | 0.64 | 137.69 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=502026.02 | 14.56 | 0.42 | 0.65 | 144.32 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 14.06 | 0.35 | 0.63 | 120.52 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=1002026.02 | 13.85 | 0.34 | 0.63 | 120.49 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 13.53 | 0.3 | 0.66 | 142.03 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 13.24 | 0.29 | 0.67 | 171.32 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 12.6 | 0.33 | 0.65 | 121.45 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 12.47 | 0.28 | 0.68 | 155.47 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 11.99 | 0.28 | 0.7 | 145.99 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=502026.02 | 11.95 | 0.28 | 0.69 | 144.7 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 11.32 | 0.26 | 0.71 | 197.83 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 4.59 | 0.24 | 0.52 | 169.29 |