Precipitation Nowcasting on SEVIR
0.02TFLOPsFACL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FACLYear=20242024.12 | 0.02 | — | — | — | — | — | — | — | — | |
| FACLYear=20242026.05 | 0.02 | — | — | — | — | — | 14.38 | — | — | |
| FACLYear=2024, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.02 | — | — | — | — | — | 14.38 | — | — | |
| FACLYear=20242026.05 | 0.02 | — | — | — | — | — | 14.38 | — | — | |
| ConvGRUYear=20172024.12 | 0.03 | — | — | — | — | — | — | — | — | |
| ConvGRUYear=2017, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.03 | — | — | — | — | — | 18.21 | — | — | |
| ConvGRUYear=20172026.05 | 0.03 | — | — | — | — | — | 18.21 | — | — | |
| EarthformerYear=20222024.12 | 0.04 | — | — | — | — | — | — | — | — | |
| EarthformerYear=2022, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.04 | — | — | — | — | — | 34.61 | — | — | |
| EarthformerYear=20222026.05 | 0.04 | — | — | — | — | — | 34.61 | — | — | |
| SimVPYear=20222024.12 | 0.05 | — | — | — | — | — | — | — | — | |
| SimVPYear=2022, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.05 | — | — | — | — | — | 44.25 | — | — | |
| SimVPYear=20222026.05 | 0.05 | — | — | — | — | — | 44.25 | — | — | |
| PhyDnetYear=20202024.12 | 0.08 | — | — | — | — | — | — | — | — | |
| PhyDNetYear=2020, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.08 | — | — | — | — | — | 11.8 | — | — | |
| PhyDNetYear=20202026.05 | 0.08 | — | — | — | — | — | 11.8 | — | — | |
| MAUYear=20212024.12 | 0.09 | — | — | — | — | — | — | — | — | |
| MAUYear=2021, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.09 | — | — | — | — | — | 20.13 | — | — | |
| MAUYear=20212026.05 | 0.09 | — | — | — | — | — | 20.13 | — | — | |
| STRPMYear=20222024.12 | 0.28 | — | — | — | — | — | — | — | — | |
| STRPMYear=2022, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.28 | — | — | — | — | — | 439.63 | — | — | |
| STRPMYear=20222026.05 | 0.28 | — | — | — | — | — | 439.63 | — | — | |
| DuoCastYear=20252024.12 | 0.3 | — | — | — | — | — | — | — | — | |
| DuoCastYear=20262026.05 | 0.3 | — | — | — | — | — | 94.18 | — | — | |
| DuoCastYear=2026, Hardware=NVIDIA RTX 4090 GPU2026.05 | 0.3 | — | — | — | — | — | 94.18 | — | — | |
| PercpCastYear=20252026.05 | 1.23 | — | — | — | — | — | 55.87 | — | — | |
| AlphaPreYear=20252024.12 | 1.56 | — | — | — | — | — | — | — | — | |
| AlphaPreYear=20252026.05 | 1.56 | — | — | — | — | — | 89.03 | — | — | |
| AlphaPreYear=2025, Hardware=NVIDIA RTX 4090 GPU2026.05 | 1.56 | — | — | — | — | — | 89.03 | — | — | |
| AlphaPreYear=20252026.05 | 1.56 | — | — | — | — | — | 89.03 | — | — | |
| PrediffYear=20232024.12 | 2.8 | — | — | — | — | — | — | — | — | |
| PrediffYear=2023, Hardware=NVIDIA RTX 4090 GPU2026.05 | 2.8 | — | — | — | — | — | 135.24 | — | — | |
| PreDiffYear=20232026.05 | 2.8 | — | — | — | — | — | 135.24 | — | — | |
| McCast (LoRA r=8)Year=20262026.05 | 3.8 | — | — | — | — | — | 10.24 | — | — | |
| MCVDYear=20222024.12 | 4.69 | — | — | — | — | — | — | — | — | |
| HARECastYear=20262026.05 | 13.51 | — | — | — | — | — | 90.88 | — | — | |
| HARECastYear=2026, Hardware=NVIDIA RTX 4090 GPU2026.05 | 13.51 | — | — | — | — | — | 90.88 | — | — | |
| DiffCastYear=20242024.12 | 72.49 | — | — | — | — | — | — | — | — | |
| DiffCastYear=20242026.05 | 72.49 | — | — | — | — | — | 58.33 | — | — | |
| DiffCastYear=2024, Hardware=NVIDIA RTX 4090 GPU2026.05 | 72.49 | — | — | — | — | — | 58.33 | — | — | |
| DiffCastYear=20242026.05 | 72.49 | — | — | — | — | — | 58.33 | — | — | |
| AlphaPreYear=20252024.12 | — | 32.59 | 13.32 | 5.45 | 41.1 | 68.84 | — | — | — | |
| CasCastYear=20242024.12 | — | 28.78 | 9.54 | 3.12 | 35.63 | 56.8 | — | — | — | |
| CasCast2025.11 | — | 31.1 | — | 5.4 | — | — | — | — | — | |
| DiffCastYear=20242024.12 | — | 30.5 | 13 | 5.82 | 39.96 | 64.82 | — | — | — | |
| DuoCastYear=20252024.12 | — | 33.75 | 18.18 | 10.74 | 43.18 | 68.27 | — | — | — | |
| Earthfarseer2025.11 | — | 24.7 | — | 0.1 | — | — | — | — | — | |
| EarthFarseerYear=20242024.12 | — | 30.04 | 9.92 | 4.13 | 38.29 | 63.27 | — | — | — | |
| EarthformerYear=20222024.12 | — | 28.92 | 8.44 | 2.45 | 36.65 | 66.33 | — | — | — | |
| Earthformer2025.11 | — | 28 | — | 1.6 | — | — | — | — | — | |
| FACLYear=20242024.12 | — | 31.61 | 13.49 | 6.55 | 40.33 | 56.86 | — | — | — | |
| FlowCast2025.11 | — | 32.4 | — | 5.7 | — | — | — | — | — | |
| FourCastNetYear=20222024.12 | — | 26.86 | 7.17 | 3.39 | 33.55 | 59.76 | — | — | — | |
| MAUYear=20212024.12 | — | 30.76 | 10.71 | 5.16 | 38.63 | 65.05 | — | — | — | |
| NowcastNetYear=20232024.12 | — | 27.91 | 7.7 | 3.51 | 35.12 | 68.39 | — | — | — | |
| PhyDNetYear=20202024.12 | — | 30.17 | 10.4 | 2.78 | 38.12 | 65.32 | — | — | — | |
| PreDiffYear=20242024.12 | — | 27.44 | 6.27 | 2.35 | 35.92 | 58.81 | — | — | — | |
| PreDiff2025.11 | — | 28.1 | — | 1.8 | — | — | — | — | — | |
| SimVPYear=20222024.12 | — | 31.08 | 11.06 | 5.17 | 39.24 | 65.08 | — | — | — | |
| SimVP2025.11 | — | 28 | — | 1.2 | — | — | — | — | — | |
| U-Net2025.11 | — | 25.9 | — | 0.9 | — | — | — | — | — |