WeatherBench
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Video Prediction | WeatherBench T2m (test) | MSE1.1 | 20 | |
| Desnowing | WeatherBench | PSNR28.17 | 17 | |
| Global Temperature Prediction | WeatherBench 12 → 12 frames (test) | MAE0.7475 | 15 | |
| Geopotential Prediction (Z500) | WeatherBench ERA5 2017-2018 5.625° (test) | Latitude-Weighted RMSE (3 days)198 | 13 | |
| Spatio-temporal forecasting | WeatherBench-S 2017-2018 (test) | Temperature MSE1.018 | 11 | |
| Spatio-temporal forecasting | WeatherBench-M 2017-2018 (test) | Temperature MSE4.427 | 10 | |
| Video Prediction | WeatherBench | MSE1.2341 | 10 | |
| Video Deraining | WeatherBench real-world | PSNR26.56 | 9 | |
| Weather Forecasting | WeatherBench 3 Day Forecast | Average ACC74.9 | 9 | |
| Weather Forecasting | WeatherBench 5 Day Forecast horizon | ACC (2T)88.2 | 6 | |
| Weather Forecasting | WeatherBench 1 Day Forecast horizon | ACC (2T)96.8 | 6 | |
| Weather Forecasting | WeatherBench 5 Day Forecast | MSE (2T)13.3 | 6 | |
| Weather Forecasting | WeatherBench 3 Day Forecast | MSE (2T)9.08 | 6 | |
| Weather Forecasting | WeatherBench 1 Day Forecast | MSE (2T)4.22 | 6 | |
| Global Weather Forecasting | WeatherBench 64x128 at 5day | ACC (5-day)0.517 | 3 |
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