Global Weather Forecasting on ERA5 (test)
16.32Skill Score (%)GRAPHCAST
Evaluation Results
| Method | Links | |
|---|---|---|
| GRAPHCASTARCHITECTURE=MULTI-MESH GNN, RES.=0.25°, PARAMS=36.7M, COST=13442026.06 | 16.32 | |
| OTTER-XLARCHITECTURE=CONSTANT-WIDTH 2D SWIN U-NET, RES.=1.5°, PARAMS=1.5B, COST=102026.06 | 16.12 | |
| NEURALGCM (0.7°)ARCHITECTURE=HYBRID (DIFF. DYNAMICS + NN), RES.=0.7°, PARAMS=31.1M, COST=80642026.06 | 14.61 | |
| FUXIARCHITECTURE=CASCADE U-TRANSFORMER, RES.=0.25°, PARAMS=1.5B, COST=262026.06 | 14.44 | |
| OTTER WEATHERARCHITECTURE=CONSTANT-WIDTH 2D SWIN U-NET, RES.=1.5°, PARAMS=1.5B, COST=32026.06 | 11.54 | |
| ARCHESWEATHER-M×4ARCHITECTURE=SWIN U-NET (ENSEMBLE), RES.=1.5°, PARAMS=84M, COST=202026.06 | 8.86 | |
| NEURALGCM 50×ENSARCHITECTURE=HYBRID (DIFF. DYNAMICS + NN), RES.=1.4°, PARAMS=18.3M, COST=76802026.06 | 7.79 | |
| STORMER ENS (MEAN)ARCHITECTURE=VISION TRANSFORMER (ENSEMBLE), RES.=1.5°, PARAMS=300M, COST=1282026.06 | 6.11 | |
| PANGU-WEATHERARCHITECTURE=3D EARTH-SPECIFIC TRANSFORMER, RES.=0.25°, PARAMS=256M, COST=14402026.06 | 5.84 | |
| IFS HRESARCHITECTURE=NUMERICAL, RES.=0.1°2026.06 | 0 | |
| KEISLER GNNARCHITECTURE=ICOSAHEDRAL GNN, RES.=1.0°, PARAMS=6.7M, COST=5.52026.06 | -15.27 |