SEVIR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Precipitation Forecasting | SEVIR (test) | MSE2.9371 | 47 | |
| Precipitation Nowcasting | SEVIR | TFLOPs0.02 | 41 | |
| Radar Nowcasting | SEVIR | SSIM75.1 | 31 | |
| Precipitation Nowcasting | SEVIR (test) | CSI (16)63.12 | 23 | |
| Weather Forecasting | SEVIR | CSI (M)47.02 | 20 | |
| Precipitation Nowcasting | SEVIR 100-minute forecasting 1.0 (test) | CSI-M0.3443 | 18 | |
| Spatiotemporal Prediction | SEVIR Regional | RMSE0.405 | 18 | |
| Precipitation Nowcasting | SEVIR | CSIM33.9 | 13 | |
| Precipitation Nowcasting | SEVIR | CRPS0.019 | 10 | |
| Precipitation Nowcasting | SEVIR | HSS44.01 | 9 | |
| Precipitation Nowcasting | SEVIR | CSI-M (P1)0.43 | 8 | |
| Weather forecasting | SEVIR (test) | RMSE0.0513 | 8 | |
| Precipitation Nowcasting | SEVIR Last 1 Hour (test) | CSI15 | 7 | |
| Precipitation Nowcasting | SEVIR Overall Average 3 Hours (test) | CSI0.2246 | 7 | |
| Precipitation Nowcasting | SEVIR 12-step forecast | CRPS0.0182 | 7 | |
| Data assimilation | Weather forecast dataset (SEVIR) (test) | RMSE0.0513 | 6 | |
| Data Assimilation | SEVIR | SSR1.35 | 6 | |
| Data Assimilation | SEVIR | CRPS0.013 | 6 | |
| Precipitation Nowcasting | SEVIR Extreme Weather events (val) | CRPS0.0357 | 5 | |
| VIL Nowcasting | SEVIR VIL SR4x (held-out trajectories) | NRMSE0.255 | 5 | |
| VIL Nowcasting | SEVIR SR2x VIL (held-out trajectories) | NRMSE0.15 | 5 | |
| VIL Nowcasting | SEVIR SO-20% VIL (held-out trajectories) | NRMSE0.199 | 5 | |
| VIL Nowcasting | SEVIR SO-10% VIL (held-out trajectories) | NRMSE0.256 | 5 | |
| Radar Inversion | SEVIR | R.S1.75 | 5 | |
| Forecasting | SEVIR Flood | CRPS0.028 | 4 |
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