Motor Imagery Classification on BCIC-2A 4-class (online)
66.18Balanced AccuracyNeuroOnline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NeuroOnlineBackbone=CBraMod, Setting=online2026.07 | 66.18 | 54.91 | 66.02 | |
| NeuroOnlineBackbone=LaBraM, Setting=online2026.07 | 66.18 | 54.91 | 66.03 | |
| NeuroOnline.aBackbone=CBraMod, Setting=online2026.07 | 62.62 | 50.16 | 62.43 | |
| NeuroOnline.aBackbone=LaBraM, Setting=online2026.07 | 62.08 | 49.44 | 61.97 | |
| off-FT-MLPBackbone=LaBraM, Setting=online2026.07 | 51.13 | 34.84 | 49.75 | |
| off-FT-LINBackbone=LaBraM, Setting=online2026.07 | 47.4 | 29.86 | 45.25 | |
| off-LoRA-LINBackbone=LaBraM, Setting=online2026.07 | 46.37 | 28.5 | 44.22 | |
| off-LoRA-MLPBackbone=LaBraM, Setting=online2026.07 | 46.09 | 28.12 | 44.06 | |
| off-FT-MLPBackbone=CBraMod, Setting=online2026.07 | 45.12 | 26.83 | 40.46 | |
| off-FT-LINBackbone=CBraMod, Setting=online2026.07 | 44.55 | 26.06 | 39.88 | |
| off-LoRA-MLPBackbone=CBraMod, Setting=online2026.07 | 30.54 | 7.38 | 19.21 | |
| off-LoRA-LINBackbone=CBraMod, Setting=online2026.07 | 29.24 | 5.65 | 17.27 |