WeatherBench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Weather Forecasting | WeatherBench ERA5 (test) | ACC100 | 140 | |
| Precipitation Nowcasting | WeatherBench (test) | IoU41.43 | 78 | |
| Desnowing | WeatherBench | PSNR29.52 | 33 | |
| Weather Forecasting (V1000) | WeatherBench | RMSE3.26 | 28 | |
| Weather Forecasting (U1000) | WeatherBench | RMSE3.14 | 28 | |
| Weather Forecasting (V500) | WeatherBench | RMSE5.68 | 28 | |
| Weather Forecasting (U500) | WeatherBench | RMSE5.45 | 28 | |
| Weather Forecasting (Z850) | WeatherBench | RMSE264.95 | 28 | |
| Weather Forecasting (T500) | WeatherBench | RMSE1.85 | 28 | |
| Downscaling | WeatherBench ERA5 5.625° to 1.40625° | T2m RMSE0.906 | 24 | |
| Image Restoration (Average) | WeatherBench | PSNR29.62 | 20 | |
| Video Prediction | WeatherBench T2m (test) | MSE1.1 | 20 | |
| Global Temperature Prediction | WeatherBench 12 → 12 frames (test) | MAE0.7475 | 15 | |
| Video Prediction | WeatherBench T2m 12 -> 12 frames (test) | MSE1.071 | 14 | |
| Multi-variable Weather Forecasting | WeatherBench multi-variable forecasting R, T, U, and V | MSE96.141 | 13 | |
| Geopotential Prediction (Z500) | WeatherBench ERA5 2017-2018 5.625° (test) | Latitude-Weighted RMSE (3 days)198 | 13 | |
| Image Restoration | WeatherBench Haze 56 | PSNR13.96 | 12 | |
| Image Restoration | WeatherBench Snow 56 | PSNR23.83 | 12 | |
| Image Restoration | WeatherBench Rain 56 | PSNR28.29 | 12 | |
| Spatio-temporal forecasting | WeatherBench-S 2017-2018 (test) | Temperature MSE1.018 | 11 | |
| Single-variable Weather Forecasting | WeatherBench R | MAE3.694 | 10 | |
| Single-variable Weather Forecasting | WeatherBench TCC | MAE0.1452 | 10 | |
| Single-variable Weather Forecasting | WeatherBench T2M | MSE1.0458 | 10 | |
| Precipitation intensity nowcasting | WeatherBench 2018 1 (test) | TS19.33 | 10 | |
| Spatio-temporal forecasting | WeatherBench-M 2017-2018 (test) | Temperature MSE4.427 | 10 |
Showing 25 of 90 rows