Global Station Weather Forecasting on WEATHER-5K benchmark leaderboard · SOTA2 Research

Global Station Weather Forecasting on WEATHER-5K

1.94Temperature MAEECMWF-HRES

Evaluation Results

Method	Links
ECMWF-HRES2024.06		1.94	8.56	2.06	9.96	1.56	5	1.29	5.17
PhysicsFormer2024.06		2.34	11.86	2.51	14.01	1.44	4.55	3.53	32.41
Pyraformer2024.06		2.49	13.49	2.68	15.82	1.51	4.87	3.72	34.32
iTransformer2024.06		2.64	15.24	2.87	18.34	1.52	4.96	4.11	42.12
TimeMixer2024.06		2.69	15.38	2.84	17.82	1.52	4.99	4.06	39.69
Corrformer2024.06		2.72	15.17	2.95	18.22	1.55	5	4.22	43.43
Informer2024.06		2.75	15.2	2.87	17.98	1.52	4.88	4.17	40.63
WPMixer2024.06		2.79	16.5	2.94	18.85	1.56	5.2	4.2	41.43
Autoformer2024.06		2.82	16.44	2.98	18.41	1.55	5.2	4.17	41.46
PatchTST2024.06		2.84	17.18	3.07	20.47	1.59	5.35	4.27	44.4
FEDformer2024.06		2.85	16.84	2.98	19.07	1.57	5.2	4.03	37.82
Timer2024.06		2.97	18.63	3.12	21.01	1.61	5.55	4.73	51.76
Chronos2024.06		3.03	20.76	3.28	24.57	1.72	6.64	4.62	53.58
SparseTSF2024.06		3.24	20.53	3.15	21.43	1.66	5.8	4.98	54.7
DLinear2024.06		3.57	23.71	3.49	23.38	1.61	5.32	4.6	46.28
STID2024.06		4.71	41.4	4.22	35.06	1.69	6.29	5.77	64.64
MTGNN2024.06		10.33	171.74	9.54	149.24	2.1	8.28	7	88.51