Operator Learning on Darcy flow high resolution 61 x 61 (test)
0.0121Relative L2 ErrorPILNO
Evaluation Results
| Method | Links | |
|---|---|---|
| PILNON_train=800, Training Resolution=11 x 11, PDE Residual Supervision=true, PDE Residual Grid=61 x 612026.02 | 0.0121 | |
| PIFNON_train=800, Training Resolution=11 x 11, PDE Residual Supervision=true, PDE Residual Grid=61 x 612026.02 | 0.0156 | |
| LNON_train=800, Training Resolution=11 x 11, Zero-shot Super-Resolution=true, PDE Residual Supervision=false2026.02 | 0.0373 | |
| FNON_train=800, Training Resolution=11 x 11, Zero-shot Super-Resolution=true, PDE Residual Supervision=false2026.02 | 0.0901 |