Phase Retrieval on FFHQ 256x256 (test)
0.202LPIPSDAPS
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DAPSAccess Type=Gradient2025.10 | 0.202 | 25.26 | 79.8 | |
| EnKGAccess Type=Black-box2025.10 | 0.232 | 24.02 | 79.6 | |
| LatentDAPSPre-trained model=Stable Diffusion v1.5, Guidance scale=7.5, Noise level (σy)=0.012024.07 | 0.256 | 27.47 | — | |
| Blade (diag)Access Type=Black-box2025.10 | 0.263 | 24.55 | 78.6 | |
| Blade (main)Access Type=Black-box2025.10 | 0.266 | 23.38 | 76 | |
| PnP-DMAccess Type=Gradient, algorithm=Langevin dynamics for likelihood step2025.10 | 0.409 | 18.98 | 65 | |
| DPSAccess Type=Gradient2025.10 | 0.448 | 16.79 | 58.9 | |
| DiffPIRGaussian Noise σy=0.202026.04 | 0.543 | 16.76 | 48.2 | |
| NA-NHMCGaussian Noise σy=0.202026.04 | 0.57 | 16.17 | 43.4 | |
| FKDAccess Type=Black-box2025.10 | 0.584 | 11.22 | 41.8 | |
| DPGAccess Type=Black-box2025.10 | 0.663 | 8.76 | 29.7 | |
| DPSGaussian Noise σy=0.202026.04 | 0.701 | 10.6 | 26.7 | |
| ReSampleGaussian Noise σy=0.202026.04 | 0.712 | 12.51 | 33.5 | |
| DAPSGaussian Noise σy=0.202026.04 | 0.797 | 12.93 | 10.3 | |
| SITCOMGaussian Noise σy=0.202026.04 | 0.81 | 10.19 | 8.2 | |
| RED-diffGaussian Noise σy=0.202026.04 | 0.855 | 10.07 | 6.1 |