PDE Solving on Darcy Flow 128x128 resolution
6.19Relative L2 ErrorQuadNorm
Evaluation Results
| Method | Links | |
|---|---|---|
| QuadNormArchitecture=FNO, Training Resolution=32^22026.05 | 6.19 | |
| QuadNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 6.6 | |
| QuadNormArchitecture=Galerkin, Training Resolution=32^22026.05 | 8.4 | |
| BlendQuadNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 9.24 | |
| LayerNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 9.62 | |
| BlendQuadNormArchitecture=FNO, Training Resolution=32^22026.05 | 9.76 | |
| GroupNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 9.82 | |
| LayerNormArchitecture=FNO, Training Resolution=32^22026.05 | 9.9 | |
| BlendQuadNorm, α = 0.1Architecture=FNO, Training Resolution=32^22026.05 | 9.92 | |
| RMSNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 10.13 | |
| InstanceNormTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 10.49 | |
| NoneArchitecture=FNO, Training Resolution=32^22026.05 | 10.82 | |
| BlendQuadNorm, α = 0.1Architecture=Galerkin, Training Resolution=32^22026.05 | 11.09 | |
| BlendQuadNormArchitecture=Galerkin, Training Resolution=32^22026.05 | 11.13 | |
| NoneTraining Resolution=32^2, Evaluation Resolution=128^2, Refinement Ratio=42026.05 | 11.15 | |
| LayerNormArchitecture=Galerkin, Training Resolution=32^22026.05 | 11.4 | |
| NoneArchitecture=Galerkin, Training Resolution=32^22026.05 | 12.35 |