Inverse PDE Solving on Poisson inverse benchmark (test)
64.9Runtime (s)FAPS-UNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FAPS-UNetPrior backbone / size=UNet (14.9M), PDE surrogate / size=FNO (19.7M), Sampling config=(20, 10, 40)2026.06 | 64.9 | 1 | |
| FAPS-FNOPrior backbone / size=FNO (19.7M), PDE surrogate / size=FNO (19.7M), Sampling config=(20, 10, 40)2026.06 | 65.1 | 1 | |
| FunDPSPrior backbone / size=FNO (19.7M), Prior sampling steps=10002026.06 | 100.7 | 1.55 | |
| DiffusionPDEPrior backbone / size=UNet (14.9M), Prior sampling steps=10002026.06 | 112.5 | 1.73 | |
| DDISPrior backbone / size=UNet (14.9M), PDE surrogate / size=FNO (19.7M), Sampling config=(100, 5, 20)2026.06 | 153.9 | 2.37 |