ERA5
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ERA5 10-Day lead time
4.71U10 Error (10m U-wind)
6
ERA5 7-Day lead time
3.89U-Wind (10m) Error
6
ERA5 3-Day lead time
2.13RMSE (u10)
6
ERA5 6-Hour lead time
0.48U10 Error (6h Lead)
6
ERA5 1% pixel-wise observation
122.9MSE
6
ERA5 10% pixel-wise observation
0.408MSE (x10^-2)
6
ERA5 20% pixel-wise observation
0.25MSE
6
ERA5 1.40625° to 0.24965326° resolution mapping (test)
0.85T2M LRMSE (6h)
6
ERA5 1.40625° to 0.3515625° resolution mapping (test)
0.81T2M LRMSE (6h)
6
ERA5 1.40625° to 0.703125° resolution mapping (test)
0.81T2M LRMSE (6h)
6
ERA5 T2M
0.632In-AE
6
ERA5 2022, 2023 (test)
1.562NR/NR Ratio
6
ERA5 uo x8
0.323RMSE
6
ERA5 uo x4
0.004GED
6
ERA5 global surface temperatures
0.847RMSE (K)
6
ERA5 1-day lead time
0.96U10
6
ERA5 (test)
1.51CRPS Improvement
5
ERA5 (held-out)
0.057MAE
5
ERA5 10-day lead time
0.576Normalized RMSE
5
ERA5 7-day lead time
0.435Normalized RMSE
5
ERA5 4-day lead time
0.258Normalized RMSE
5
ERA5 6-hour lead time
0.055Normalized RMSE
5
ERA5 Precipitation [10^-3 m/6hr]
0.212RMSE (Q-weighted)
5
ERA5 V wind [m/s]
0.77Quadrature-weighted RMSE
5
ERA5 U wind [m/s]
1.39Quad-Weighted RMSE
5