4-class EEG Classification on BCI-2a EEG-4 Cross-subject benchmark leaderboard · SOTA2 Research

4-class EEG Classification on BCI-2a EEG-4 Cross-subject

46.68AccuracyBioFormer

Evaluation Results

Method	Links
BioFormer2026.05		46.68	46.35	72.49
Reformer2026.05		42.69	42.52	69.64
Nonformer2026.05		42.67	42.51	69.31
Informer2026.05		42.52	42.24	69.2
Crossformer2026.05		42.48	41.61	69.22
Medformer2026.05		42.4	42.29	69.09
Transformer2026.05		41.68	41.17	68.88
SoftShape2026.05		40.87	38.69	68.57
PatchTST2026.05		40.64	40.13	67.63
MTST2026.05		39.31	39.06	66.61
iTransformer2026.05		33.58	33.23	59.57
FEDformer2026.05		29.06	28.72	54.58
Autoformer2026.05		27.43	27.05	53.04