Weather forecasting

Benchmarks

Dataset Name	SOTA Method	Metric
WeatherBench ERA5 (test)	IFS	ACC100	140	14d ago
ISD 10% few-shot (test)		MSE0.215	48	2mo ago
Weather Rainfall in Australian cities		CI Coverage Error-0.19	48	3mo ago
ERA5 1.4° grid (test)	Oneforecast	RMSE0.0549	30	3mo ago
NOAA (test)	CITRUS	rNMSE0.04	25	3mo ago
Molene (test)	CITRUS	rNMSE0.23	25	3mo ago
SEVIR	ARKM	CSI (M)47.02	20	3mo ago
MTBench 7-day weather forecast	TimeClaw	MSE10.719	9	22d ago
WeatherBench 3 Day Forecast	GSNO	Average ACC74.9	9	3mo ago
ERA5 Lite	GraphCast	ACC (MSL Surface)0.818	8	6d ago
SEVIR (test)	FlowDAS AVG + SURGE	RMSE0.0513	8	15d ago
Weather data 1.4° resolution, 128x256	EMFormer	Latency (s)0.0983	8	2mo ago
ERA5 1.5° (2020 test)	NEURALGCM ENS (50)	Z500 RMSE606.84	7	1mo ago
Weather data 0.25° resolution, 721x1440	FourCastNet	Latency (ms)164	7	2mo ago
ERA5 10-Day lead time	Tyche	U10 Error (10m U-wind)4.71	6	23d ago
ERA5 7-Day lead time	Tyche	U-Wind (10m) Error3.89	6	23d ago
ERA5 3-Day lead time	Tyche	RMSE (u10)2.13	6	23d ago
ERA5 6-Hour lead time		U10 Error (6h Lead)0.48	6	23d ago
ClimaX (native)	Contextual Dropout	CRPS139.94	6	1mo ago
ClimaX 5.625◦	MultiSWAG	ACC96.48	6	1mo ago
WeatherBench 5 Day Forecast horizon	SHNet	ACC (2T)88.2	6	3mo ago
WeatherBench 1 Day Forecast horizon	SHNet	ACC (2T)96.8	6	3mo ago
WeatherBench 5 Day Forecast	SHNet	MSE (2T)13.3	6	3mo ago
WeatherBench 3 Day Forecast	SHNet	MSE (2T)9.08	6	3mo ago
WeatherBench 1 Day Forecast	SHNet	MSE (2T)4.22	6	3mo ago

Showing 25 of 44 rows