Inverse PDE solving on Helmholtz full observations
0.049Relative ErrorPINO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PINO2025.12 | 0.049 | 2.75 | |
| FNO2025.12 | 0.05 | 5.67 | |
| PRISMASteps (N)=50, Inference Time=0.82025.12 | 0.1076 | 2.75 | |
| PRISMASteps (N)=20, Inference Time=0.182025.12 | 0.1103 | 3.81 | |
| FunDPS*Steps (N)=500, Inference Time=11.782025.12 | 0.1388 | 3.69 | |
| FunDPS*Steps (N)=200, Inference Time=4.722025.12 | 0.1848 | 4.38 | |
| DiffusionPDE*Steps (N)=2000, Inference Time=2132025.12 | 0.1897 | 5.88 | |
| DeepONet2025.12 | 0.281 | 8.17 | |
| PINNs2025.12 | 0.292 | 9 | |
| DiffusionPDEObservation=Full2024.06 | 4 | — | |
| PINOObservation=Full2024.06 | 4.9 | — | |
| FNOObservation=Full2024.06 | 5 | — | |
| DeepONetObservation=Full2024.06 | 28.1 | — | |
| PINNsObservation=Full2024.06 | 29.2 | — |