Time-series Classification on BCI-2a 4 classes benchmark leaderboard · SOTA2 Research

Time-series Classification on BCI-2a 4 classes

46.68AccuracyBioFormer

Evaluation Results

Method	Links
BioFormer2026.05		46.68	47.24	46.68	46.35	72.49	47.63
Reformer2026.05		42.69	43.05	42.69	42.52	69.64	44.15
Nonformer2026.05		42.67	43.6	42.67	42.51	69.31	43.98
Informer2026.05		42.52	43.24	42.52	42.24	69.2	43.72
Crossformer2026.05		42.48	43.95	42.48	41.61	69.22	43.44
Medformer2026.05		42.4	42.9	42.4	42.29	69.09	43.51
Transformer2026.05		41.68	42.86	41.68	41.17	68.88	43.37
SoftShape2026.05		40.87	41.68	40.87	38.69	68.57	44.23
PatchTST2026.05		40.64	40.78	40.64	40.13	67.63	41.05
MTST2026.05		39.31	39.72	39.31	39.06	66.61	39.79
iTransformer2026.05		33.58	33.88	33.58	33.23	59.57	32.87
FEDformer2026.05		29.06	29.17	29.06	28.72	54.58	28.75
Autoformer2026.05		27.43	27.33	27.43	27.05	53.04	27.16