Precipitation nowcasting

Benchmarks

Dataset Name	SOTA Method	Metric
ERA5	MeTok (Ours)	Temporal Score28.68	98	1mo ago
WeatherBench (test)	MeTok	IoU41.43	78	1mo ago
Mississippi River Basin (test)	FusionCast	CSI78.4	60	1mo ago
MeteoNet	DiffCast	SSIM0.8167	29	1mo ago
MeteoNet (test)	PW-FouCast	MAE0.6603	23	25d ago
SEVIR	DuoCast	CSI (M)33.75	20	1mo ago
ARSO (test)	FlowCast	CSI-M42	14	1mo ago
SEVIR (test)	PW-FouCast	CSI (16)60.23	13	25d ago
ERA5 5~6h forecast window	PA-Net	IoU37.57	13	1mo ago
ERA5 4~5h forecast window	PA-Net	IoU40.49	13	1mo ago
ERA5 3~4h forecast window	PA-Net	IoU43.72	13	1mo ago
ERA5 2~3h forecast window	PA-Net	IoU45.58	13	1mo ago
ERA5 1~2h forecast window	PA-Net	IoU49.94	13	1mo ago
ERA5 0~1h forecast window	PA-Net	IoU53.78	13	1mo ago
CIKM		CSI-M31.94	13	1mo ago
Shanghai Radar	DuoCast	CSI-M0.4252	13	1mo ago
Netherlands dataset	SmaAt-Krige-GNet	F1 Score78.0774	12	29d ago
HKO-7 (test)	TrajGRU	CSI (r >= 0.5)55.63	12	1mo ago
MRMS	LangPrecip	CSI (≥ 1mm/h)0.435	11	1mo ago
Swedish Dataset	LangPrecip	CSI (0.06mm/h)0.586	11	1mo ago
Radar Echo dataset (test)	MIM + MotionRNN	CSI@3043.1	9	1mo ago
HKO-7	STLDM	SSIM0.6433	8	1mo ago
SEVIR 12-step forecast	FlowCast	CRPS0.0182	7	1mo ago
European radar data (test)	RainPro-8	CSI27.9	7	1mo ago
Netherlands Radar Dataset (test)	MAD-SmaAt-GNet	Mean Squared Error (MSE)0.4299	6	1mo ago

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