Weather Forecasting on SEVIR
47.02CSI (M)ARKM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ARKM2024.05 | 47.02 | — | — | — | — | — | |
| EarthfarsserImplementation=Reproduced2024.05 | 46.54 | — | — | — | — | — | |
| SimVP2024.05 | 45.84 | — | — | — | — | — | |
| MAU2024.05 | 44.75 | — | — | — | — | — | |
| EarthFormerImplementation=Reproduced2024.05 | 44.73 | — | — | — | — | — | |
| PredRNN2024.05 | 41.13 | — | — | — | — | — | |
| Rainformer2024.05 | 38.72 | — | — | — | — | — | |
| ConvLSTM2024.05 | 36.73 | — | — | — | — | — | |
| MFC-RFNetParams(M)=27.153, GFLOPs=28.6332026.01 | 35.52 | — | 19.66 | 10.79 | 45.76 | 435.54 | |
| AlphaPreParams(M)=89.011, GFLOPs=1550.9032026.01 | 32.59 | — | 13.32 | 5.45 | 41.1 | 345.18 | |
| SimVPParams(M)=11.038, GFLOPs=51.0892026.01 | 31.08 | — | 11.06 | 5.17 | 39.24 | 383.56 | |
| MAUParams(M)=51.218, GFLOPs=291.4622026.01 | 30.76 | — | 10.71 | 5.16 | 38.63 | 355.48 | |
| DiffCastParams(M)=52.079, GFLOPs=30616.3822026.01 | 30.5 | — | 13 | 5.82 | 39.96 | 559.59 | |
| PhyDNetParams(M)=5.829, GFLOPs=286.2142026.01 | 30.17 | — | 10.4 | 2.78 | 38.12 | 357.63 | |
| EarthFarseerParams(M)=94.093, GFLOPs=907.2372026.01 | 30.04 | — | 9.92 | 4.13 | 38.29 | 388.91 | |
| ConvGRUParams(M)=5.99, GFLOPs=1962.5562026.01 | 29.03 | — | 8.79 | 3.5 | 36.4 | 368.34 | |
| EarthformerParams(M)=60.246, GFLOPs=849.3762026.01 | 28.92 | — | 8.44 | 2.45 | 36.65 | 360.11 | |
| pySTEPS2026.01 | 28.3 | — | 12.66 | 7.08 | 36.73 | 652.83 | |
| NowcastNetParams(M)=33.876, GFLOPs=17.6342026.01 | 27.91 | — | 7.7 | 3.51 | 35.12 | 412.94 | |
| FourCastNetParams(M)=57.014, GFLOPs=58.3722026.01 | 26.86 | — | 7.17 | 3.39 | 33.55 | 410.27 | |
| EformerJoint training tasks count=52025.03 | — | 30 | — | — | — | — | |
| SimVPv2Joint training tasks count=52025.03 | — | 32 | — | — | — | — | |
| UniSTDJoint training tasks count=102025.03 | — | 41 | — | — | — | — |