EEG Classification on BCIC IV-2A (test) benchmark leaderboard · SOTA2 Research

EEG Classification on BCIC IV-2A (test)

88.54AccuracyEEG-CSANet

Evaluation Results

Method	Links
EEG-CSANet2025.12		88.54	94.44	71.88	98.26	91.32	84.03	79.51	93.75	92.36	91.32	8.41	0.8472	—
EEG-TransNet2025.12		85.03	88.89	64.93	96.18	85.42	82.64	73.61	95.14	90.28	88.19	10.12	0.8004	—
EISATC-Fusion2025.12		84.57	85.07	73.26	95.49	87.15	81.94	73.96	93.06	85.76	85.42	7.48	0.7942	—
MCMTNet2025.12		84.49	89.7	73.43	95.01	82.38	80.79	70.88	92.29	87.94	88.01	8.28	0.793	—
MSTFNet2025.12		83.62	90.63	69.89	97.22	79.56	79.86	68.4	90.97	86.11	89.93	9.91	0.79	—
ADFCNN2025.12		83.24	89.42	71.12	95.61	82.43	73.42	71.88	90.97	87.5	86.81	9.05	0.7733	—
TMSA-Net2025.12		83.2	87.5	64.24	96.18	84.03	79.86	67.71	93.06	90.79	85.42	10.94	0.7762	—
ATCNet2025.12		82.96	85.07	68.75	96.53	83.68	77.78	72.22	86.81	86.46	89.31	8.66	0.784	—
StaFlowNet2026.04		80.14	—	—	—	—	—	—	—	—	—	—	0.7351	79.57
MSVTNet2026.04		78.99	—	—	—	—	—	—	—	—	—	—	0.7198	78.46
EEG-Conformer2025.12		78.66	88.19	61.46	93.4	78.13	52.08	65.28	92.36	88.19	88.89	15.3	0.7155	—
EEGConformer2026.04		78.41	—	—	—	—	—	—	—	—	—	—	0.7122	78.11
FBCNet2026.04		77.57	—	—	—	—	—	—	—	—	—	—	0.7009	76.58
LightConvNet2026.04		76.54	—	—	—	—	—	—	—	—	—	—	0.6872	75.39
TransNet2026.04		76.18	—	—	—	—	—	—	—	—	—	—	0.6824	74.95
EEGNet2025.12		73.44	82.91	66.49	87.29	59.39	64.88	60.59	72.81	81.06	85.57	11.02	0.6423	—
ShallowNet2026.04		72.49	—	—	—	—	—	—	—	—	—	—	0.6332	71.44
EEGNet2026.04		69.1	—	—	—	—	—	—	—	—	—	—	0.5879	68.03