PDE Reconstruction on Helmholtz 3% uniformly random measurements
7.67Coefficient Relative L2 ErrorAmbient Flow
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ambient FlowPartial Obs. Training=true, NFE=42026.02 | 7.67 | 0.44 | |
| Ambient FlowPartial Obs. Training=true, NFE=162026.02 | 7.67 | 0.44 | |
| Ambient FlowPartial Obs. Training=true, NFE=12026.02 | 7.73 | 0.47 | |
| FunDPSPartial Obs. Training=false, NFE=5002026.02 | 17.16 | 2.13 | |
| DiffusionPDEPartial Obs. Training=false, NFE=20002026.02 | 19.07 | 12.64 | |
| FunDPSPartial Obs. Training=false, NFE=2002026.02 | 20.07 | 2.2 | |
| DeepONetPartial Obs. Training=false2026.02 | 132.8 | 123.1 | |
| PINNPartial Obs. Training=false2026.02 | 160 | 142.3 | |
| PINOPartial Obs. Training=false2026.02 | 216.9 | 106.5 | |
| FNOPartial Obs. Training=false2026.02 | 218.2 | 98.2 |