SWE prediction on SWE (Shallow Water Equations) 128 x 256
0.673MRE (1h)FaNO
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FaNOGrid-invariant?=✓, Params=0.42 M, Training Resolution=128 x 2562026.06 | 0.673 | 0.952 | 1.085 | 1.204 | 1.622 | |
| FourCastNetGrid-invariant?=✗, Params=2.15 M, Training Resolution=128 x 2562026.06 | 0.813 | 2.685 | 4.909 | 6.27 | 8.619 | |
| PE-SFNOGrid-invariant?=✗, Params=7.34 M, Training Resolution=128 x 2562026.06 | 0.912 | 1.786 | 1.991 | 2.684 | 2.915 | |
| SFNOGrid-invariant?=✓, Params=2.36 M, Training Resolution=128 x 2562026.06 | 1.216 | 2.726 | 3.913 | 6.193 | 10.01 | |
| U-NetGrid-invariant?=✗, Params=7.07 M, Training Resolution=128 x 2562026.06 | 1.509 | 9.756 | 11.67 | 17.55 | 37.71 | |
| ClimaXGrid-invariant?=✗, Params=3.79 M, Training Resolution=128 x 2562026.06 | 2.069 | 4.077 | 3.569 | 3.671 | 4.347 | |
| FaNOGrid-invariant?=✓, Params=0.42 M, Training Resolution=64 × 1282026.06 | 3.039 | 2.167 | 2.386 | 1.843 | 1.932 | |
| SFNOGrid-invariant?=✓, Params=2.36 M, Training Resolution=64 × 1282026.06 | 6.037 | 5.886 | 9.655 | 18.22 | 23.39 |