Inverse PDE solving on Darcy Flow Full Observation
0.021L2 Relative ErrorPINO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PINO2025.12 | 0.021 | 2.75 | |
| FunDPS*Steps (N)=500, Inference Time=11.782025.12 | 0.03 | 3.69 | |
| PRISMASteps (N)=50, Inference Time=0.82025.12 | 0.0379 | 2.75 | |
| PRISMASteps (N)=20, Inference Time=0.182025.12 | 0.038 | 3.81 | |
| FunDPS*Steps (N)=200, Inference Time=4.722025.12 | 0.042 | 4.38 | |
| FNO2025.12 | 0.056 | 5.67 | |
| DeepONet2025.12 | 0.084 | 8.17 | |
| PINNs2025.12 | 0.101 | 9 | |
| DiffusionPDE*Steps (N)=2000, Inference Time=2132025.12 | 0.13 | 5.88 |