WeatherBench
Benchmarks
TaskDatasetSOTA resultTrendResults
WeatherBench ERA5 (test)
100ACC
140
WeatherBench (test)
41.43IoU
78
WeatherBench
29.52PSNR
33
WeatherBench
3.26RMSE
28
WeatherBench
3.14RMSE
28
WeatherBench
5.68RMSE
28
WeatherBench
5.45RMSE
28
WeatherBench
264.95RMSE
28
WeatherBench
1.85RMSE
28
WeatherBench ERA5 5.625° to 1.40625°
0.906T2m RMSE
24
WeatherBench
29.62PSNR
20
WeatherBench T2m (test)
1.1MSE
20
WeatherBench 12 → 12 frames (test)
0.748MAE
15
WeatherBench T2m 12 -> 12 frames (test)
1.071MSE
14
WeatherBench multi-variable forecasting R, T, U, and V
96.141MSE
13
WeatherBench ERA5 2017-2018 5.625° (test)
198Latitude-Weighted RMSE (3 days)
13
WeatherBench Haze 56
13.96PSNR
12
WeatherBench Snow 56
23.83PSNR
12
WeatherBench Rain 56
28.29PSNR
12
WeatherBench-S 2017-2018 (test)
1.018Temperature MSE
11
WeatherBench R
3.694MAE
10
WeatherBench TCC
0.145MAE
10
WeatherBench T2M
1.046MSE
10
WeatherBench 2018 1 (test)
19.33TS
10
WeatherBench-M 2017-2018 (test)
4.427Temperature MSE
10