Inverse PDE Solving on Helmholtz Equation
1.63CRPSFunDPS
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FunDPSResolution=128 × 128, Observations=128 noisy pointwise2026.06 | 1.63 | 1.22 | 2.13 | 3.29 | 9.93 | |
| FAPS-UNetResolution=128 × 128, Observations=128 noisy pointwise2026.06 | 8.59 | 8.95 | 2.78 | 6.13 | 4.75 | |
| FAPS-FNOResolution=128 × 128, Observations=128 noisy pointwise2026.06 | 8.6 | 9.81 | 2.73 | 5.99 | 5.01 | |
| DDISResolution=128 × 128, Observations=128 noisy pointwise2026.06 | 9.19 | 1.04 | 2.61 | 5.56 | 5.81 | |
| DiffusionPDEResolution=128 × 128, Observations=128 noisy pointwise2026.06 | 9.83 | 1.06 | 2.6 | 5.58 | 5.86 |