2-class EEG classification on APAVA EEG-2 (Cross-subject) benchmark leaderboard · SOTA2 Research

2-class EEG classification on APAVA EEG-2 (Cross-subject)

82.31AccuracyBioFormer

Evaluation Results

Method	Links
BioFormer2026.05		82.31	79.77	88.52
SoftShape2026.05		81.22	78.71	82.24
Medformer2026.05		78.74	76.31	83.2
Reformer2026.05		78.7	75.93	73.94
Transformer2026.05		76.3	73.75	72.5
FEDformer2026.05		74.94	73.51	83.72
iTransformer2026.05		74.55	72.3	85.59
Crossformer2026.05		73.77	68.93	72.39
PatchTST2026.05		73.26	73.17	81.69
Informer2026.05		73.11	69.47	70.46
BioFormer2026.05		72.83	72.81	80.38
Nonformer2026.05		71.89	69.74	70.55
MTST2026.05		71.53	71.5	79.48
SoftShape2026.05		71.28	71.16	78.48
MTST2026.05		71.14	64.01	68.87
Reformer2026.05		70.9	70.82	78.34
Transformer2026.05		70.86	70.83	77.82
Nonformer2026.05		70.71	70.6	78.79
Crossformer2026.05		70.58	70.39	77.54
Informer2026.05		70.57	70.54	77.86
Medformer2026.05		69.4	69.3	76.03
Autoformer2026.05		68.64	68.06	75.94
PatchTST2026.05		67.03	55.97	65.65
iTransformer2026.05		65.94	65.84	72.17
FEDformer2026.05		60.99	60.82	66.19
Autoformer2026.05		58	57.95	61.06