4-class EEG Classification on BCI-2a EEG-4 Cross-subject
46.68AccuracyBioFormer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BioFormerA.Rank=1.47, Reproduced=true2026.05 | 46.68 | 46.35 | 72.49 | |
| ReformerA.Rank=5.252026.05 | 42.69 | 42.52 | 69.64 | |
| NonformerA.Rank=7.122026.05 | 42.67 | 42.51 | 69.31 | |
| InformerA.Rank=7.422026.05 | 42.52 | 42.24 | 69.2 | |
| CrossformerA.Rank=6.472026.05 | 42.48 | 41.61 | 69.22 | |
| MedformerA.Rank=4.942026.05 | 42.4 | 42.29 | 69.09 | |
| TransformerA.Rank=7.292026.05 | 41.68 | 41.17 | 68.88 | |
| SoftShapeA.Rank=3.61, Reproduced=true2026.05 | 40.87 | 38.69 | 68.57 | |
| PatchTSTA.Rank=8.172026.05 | 40.64 | 40.13 | 67.63 | |
| MTSTA.Rank=8.332026.05 | 39.31 | 39.06 | 66.61 | |
| iTransformerA.Rank=7.942026.05 | 33.58 | 33.23 | 59.57 | |
| FEDformerA.Rank=10.672026.05 | 29.06 | 28.72 | 54.58 | |
| AutoformerA.Rank=12.252026.05 | 27.43 | 27.05 | 53.04 |