Phase Retrieval on FFHQ 256x256
0.069LPIPSDAPS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DAPS2026.06 | 0.069 | 45.33 | 29.88 | 80.7 | |
| SOCS-Nonlinear-γvariant=Nonlinear-gamma2026.06 | 0.072 | 44.86 | 29.59 | 80.8 | |
| SOCS-Nonlinearvariant=Nonlinear2026.06 | 0.119 | 52.43 | 28.73 | 75.9 | |
| Equi-ReSampleResolution=256x256, Noise level (sigma_y)=0.012025.05 | 0.155 | 85.22 | 28.16 | 77 | |
| EquiCon-ReSampleResolution=256x256, Noise level (sigma_y)=0.012025.05 | 0.159 | 88.75 | 28.11 | 77.4 | |
| DCDP2025.02 | 0.203 | 68.13 | 28.65 | 78.1 | |
| ReSampleResolution=256x256, Noise level (sigma_y)=0.012025.05 | 0.237 | 97.86 | 27.61 | 75 | |
| DCDP2026.06 | 0.257 | 69.56 | 28.06 | 75.4 | |
| DPS2026.06 | 0.388 | 137.81 | 16.29 | 44.2 | |
| DPS2025.02 | 0.41 | 104.52 | 17.64 | 44.1 | |
| NA-NHMCnoise_type=Gaussian, sigma_y=0.052026.04 | 0.482 | — | 19.3 | 55.4 | |
| DAPSnoise_type=Gaussian, sigma_y=0.052026.04 | 0.528 | — | 18.52 | 41.4 | |
| DiffPIRnoise_type=Gaussian, sigma_y=0.052026.04 | 0.543 | — | 16.77 | 48.2 | |
| RED-diff2026.06 | 0.579 | 209.75 | 16.83 | 52.1 | |
| Greedy (midpoint)2025.02 | 0.595 | 299.45 | 15.1 | 28.6 | |
| RED-diff2025.02 | 0.596 | 167.43 | 15.6 | 39.8 | |
| Greedy (Euler)2025.02 | 0.598 | 298.06 | 15.1 | 28.2 | |
| Greedy (2-step Euler)2025.02 | 0.598 | 304.6 | 15.07 | 28.4 | |
| ReSamplenoise_type=Gaussian, sigma_y=0.052026.04 | 0.677 | — | 13.95 | 37.7 | |
| DPSnoise_type=Gaussian, sigma_y=0.052026.04 | 0.714 | — | 10.87 | 29.6 | |
| SITCOMnoise_type=Gaussian, sigma_y=0.052026.04 | 0.723 | — | 11.89 | 21.6 | |
| RED-diffnoise_type=Gaussian, sigma_y=0.052026.04 | 0.769 | — | 11.83 | 21.3 | |
| DAPS2025.02 | 6.139 | 42.71 | 30.63 | 85.1 |