SWE Prediction on SWE (Shallow Water Equations) 64x128
0.25MRE (1h)FaNO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FaNOGrid-invariant?=✓, Params=0.42 M, Training Resolution=64 × 1282026.06 | 0.25 | 0.564 | 0.764 | 0.956 | 1.198 | |
| FaNOGrid-invariant?=✓, Params=0.42 M, Training Resolution=128 x 2562026.06 | 0.272 | 0.778 | 1.225 | 1.611 | 2.085 | |
| FourCastNetGrid-invariant?=✗, Params=1.36 M, Training Resolution=64 × 1282026.06 | 0.382 | 2.542 | 3.282 | 3.993 | 4.015 | |
| PE-SNOGrid-invariant?=✗, Params=4.20 M, Training Resolution=64 × 1282026.06 | 0.386 | 1.293 | 2.258 | 3.277 | 4.305 | |
| SFNOGrid-invariant?=✓, Params=2.36 M, Training Resolution=64 × 1282026.06 | 0.675 | 2.307 | 3.744 | 3.936 | 5.13 | |
| SFNOGrid-invariant?=✓, Params=2.36 M, Training Resolution=128 x 2562026.06 | 0.723 | 2.64 | 3.658 | 4.863 | 7.907 | |
| U-NetGrid-invariant?=✗, Params=7.07 M, Training Resolution=64 × 1282026.06 | 0.738 | 4.602 | 7.593 | 9.479 | 12.56 | |
| ClimaXGrid-invariant?=✗, Params=3.69 M, Training Resolution=64 × 1282026.06 | 0.977 | 2.282 | 2.981 | 3.056 | 3.822 |