Zero-Shot Posterior Sampling on IMAGENET 256x256 (val)
16.42PSNRSpectral recommendations
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=4002026.02 | 16.42 | 42 | 0.57 | 120.9 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 16.04 | 30 | 0.6 | 174.88 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 15.99 | 41 | 0.59 | 262.73 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 15.74 | 44 | 0.58 | 120.33 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 15.67 | 41 | 0.55 | 120.55 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 15.09 | 29 | 0.62 | 144.01 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=2002026.02 | 14.83 | 38 | 0.62 | 145.89 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=1002026.02 | 14.81 | 37 | 0.63 | 152.18 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=502026.02 | 14.73 | 37 | 0.64 | 152.59 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 14.56 | 37 | 0.58 | 139.86 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=3002026.02 | 14.52 | 37 | 0.64 | 137.42 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 14.01 | 28 | 0.64 | 137.44 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 13.92 | 35 | 0.6 | 54.22 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 13.72 | 33 | 0.62 | 132.72 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 13.56 | 39 | 0.57 | 127.28 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 13.29 | 31 | 0.63 | 131.13 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=4002026.02 | 13.12 | 30 | 0.64 | 136.29 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 13 | 38 | 0.67 | 159.37 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 12.96 | 31 | 0.64 | 133.54 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=502026.02 | 12.96 | 26 | 0.68 | 125.55 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 12.92 | 29 | 0.64 | 141.28 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=3002026.02 | 12.9 | 29 | 0.65 | 137.63 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 12.88 | 30 | 0.65 | 144.45 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 12.76 | 26 | 0.68 | 129.48 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 12.73 | 26 | 0.68 | 130.6 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=1002026.02 | 12.58 | 27 | 0.67 | 139.52 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 12.55 | 24 | 0.68 | 132.02 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 12.55 | 28 | 0.66 | 143.66 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.2, Steps=2002026.02 | 12.44 | 28 | 0.66 | 141.26 | |
| DPSDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 12.41 | 27 | 0.67 | 142.66 | |
| DPSDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 12.25 | 27 | 0.67 | 143.77 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 12.01 | 24 | 0.67 | 142.94 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=3002026.02 | 11.94 | 24 | 0.66 | 144.88 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=4002026.02 | 11.94 | 25 | 0.66 | 144.08 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 11.85 | 24 | 0.68 | 184.89 | |
| DPSDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 11.83 | 24 | 0.66 | 147.25 | |
| Spectral recommendationsDegradation Setting (V)=10%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 10.22 | 40 | 0.58 | 231.42 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=2002026.02 | 10.06 | 23 | 0.67 | 288.89 | |
| Spectral recommendationsDegradation Setting (V)=30%, Noise Level (sigma_y)=0.1, Steps=1002026.02 | 9.33 | 23 | 0.69 | 233.26 | |
| Spectral recommendationsDegradation Setting (V)=1%, Noise Level (sigma_y)=0.1, Steps=502026.02 | 8.1 | 12 | 0.73 | 283.29 |