ERA5
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
ERA5 10-day lead time
727z500 (Geopotential Height 500hPa)
5
ERA5 5-day lead time
273RMSE z500
5
ERA5
0.029MSE
5
ERA5 0.25° resolution
0.006MSE
5
ERA5 0.703125° resolution
0.009MSE
5
ERA5 OOD 2019 (test)
-0.58NLL
4
ERA5 OOD 2019 (val)
-2.06NLL
4
ERA5 2020 (test)
-2.31NLL
4
ERA5 IID 2019 (test)
-2.33NLL
4
ERA5 IID 2019 (val)
-2.29NLL
4
ERA5 lite
17Inference Time (ms)
4
ERA5
1.126SE-local
4
ERA5 (January 2019)
0.388Stress-1 Score
4
ERA5 January 2019 samples
0.08Mean Squared Error (MSE)
4
ERA5 5-day lead
34.1Decision Utility Improvement
4
ERA5 3-day lead
22.8Decision Utility Improvement
4
ERA5 2020 (test)
2.049RMSE T2M
4
ERA5 Global
59.1RMSE
4
ERA5
0.931RMSE
4
ERA5 (test)
0.003MSE
4
ERA5 1.40625° resolution
0.02MSE
4
ERA5 0.25° x 0.5° spatial resolution 2016-2019 (test)
22.718LWMSE (hPa)
4
ERA5
0MSE
3
ERA5 (test)
0Tt-MSE
3
ERA5
6.111U Wind Error
3