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

Time-series Classification on BCI-2b 2 classes

73.26AccuracyPatchTST

Evaluation Results

Method	Links
PatchTST2026.05		73.26	73.61	73.26	73.17	81.69	81.36
BioFormer2026.05		72.83	72.92	72.83	72.81	80.38	79.98
MTST2026.05		71.53	71.63	71.53	71.5	79.48	79.27
SoftShape2026.05		71.28	71.61	71.28	71.16	78.48	77.88
Reformer2026.05		70.9	71.13	70.9	70.82	78.34	77.73
Transformer2026.05		70.86	70.96	70.86	70.83	77.82	77.23
Nonformer2026.05		70.71	71.02	70.71	70.6	78.79	78.37
Crossformer2026.05		70.58	71.16	70.58	70.39	77.54	76.88
Informer2026.05		70.57	70.64	70.57	70.54	77.86	77.07
Medformer2026.05		69.4	69.66	69.4	69.3	76.03	75.3
iTransformer2026.05		65.94	66.15	65.94	65.84	72.17	71.53
FEDformer2026.05		60.99	61.18	60.99	60.82	66.19	65.37
Autoformer2026.05		58	58.04	58	57.95	61.06	59.46