PDE Solving on Darcy Flow 256x256 resolution
6.66Relative L2 ErrorQuadNorm
Evaluation Results
| Method | Links | |
|---|---|---|
| QuadNormArchitecture=FNO, Training Resolution=32^22026.05 | 6.66 | |
| QuadNormTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 7.1 | |
| QuadNormArchitecture=Galerkin, Training Resolution=32^22026.05 | 8.67 | |
| BlendQuadNormTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 10.54 | |
| LayerNormTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 10.99 | |
| BlendQuadNormArchitecture=FNO, Training Resolution=32^22026.05 | 11.14 | |
| GroupNormTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 11.22 | |
| LayerNormArchitecture=FNO, Training Resolution=32^22026.05 | 11.31 | |
| BlendQuadNorm, α = 0.1Architecture=FNO, Training Resolution=32^22026.05 | 11.33 | |
| RMSNormTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 11.55 | |
| InstanceNormTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 11.87 | |
| BlendQuadNorm, α = 0.1Architecture=Galerkin, Training Resolution=32^22026.05 | 11.91 | |
| BlendQuadNormArchitecture=Galerkin, Training Resolution=32^22026.05 | 11.96 | |
| LayerNormArchitecture=Galerkin, Training Resolution=32^22026.05 | 12.33 | |
| NoneArchitecture=FNO, Training Resolution=32^22026.05 | 12.37 | |
| NoneTraining Resolution=32^2, Evaluation Resolution=256^2, Refinement Ratio=82026.05 | 12.76 | |
| NoneArchitecture=Galerkin, Training Resolution=32^22026.05 | 13.25 |