PDE Reconstruction on Helmholtz synthetic (test)
0.022RMSELatentPDE-Enc
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LatentPDE-EncPrior=Encoder2026.04 | 0.022 | 2.893 | — | 0.018 | |
| LatentPDE-MAPPrior=MAP2026.04 | 0.023 | 2.918 | — | 0.02 | |
| 3D-VarPrior selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.031 | 4.31 | 0.029 | — | |
| 3D-VarPrior Selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.038 | 4.265 | 0.028 | — | |
| EnKFPrior selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.039 | 7.467 | — | 0.025 | |
| EnKFPrior Selection=Lowest aggregate RMSE between MAP/Encoder2026.04 | 0.044 | 7.474 | — | 0.031 | |
| LatentPDE-EncInitialization=Encoder2026.04 | 0.052 | 3.433 | — | 0.025 | |
| PINN2026.04 | 0.08 | 5.5 | 0.067 | — | |
| PINN2026.04 | 0.083 | 5.662 | 0.071 | — | |
| LatentPDE-MAPInitialization=MAP2026.04 | 0.088 | 3.628 | — | 0.071 |