Motor Imagery Classification on BCIC-2B 2-class (online)
66.74Balanced AccuracyNeuroOnline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NeuroOnlineBackbone=CBraMod, Setting=online2026.07 | 66.74 | 72.63 | 73.04 | |
| NeuroOnlineBackbone=LaBraM, Setting=online2026.07 | 66.28 | 73.28 | 73.11 | |
| NeuroOnline.aBackbone=LaBraM, Setting=online2026.07 | 66.27 | 72.09 | 72.25 | |
| off-FT-LINBackbone=CBraMod, Setting=online2026.07 | 66.14 | 69.42 | 71.87 | |
| off-LoRA-LINBackbone=LaBraM, Setting=online2026.07 | 66.12 | 71 | 72.77 | |
| off-LoRA-MLPBackbone=LaBraM, Setting=online2026.07 | 65.78 | 71.16 | 72.43 | |
| off-FT-MLPBackbone=CBraMod, Setting=online2026.07 | 65.59 | 68.99 | 71.44 | |
| off-FT-LINBackbone=LaBraM, Setting=online2026.07 | 65 | 68.38 | 71.05 | |
| off-FT-MLPBackbone=LaBraM, Setting=online2026.07 | 64.92 | 67.45 | 70.24 | |
| NeuroOnline.aBackbone=CBraMod, Setting=online2026.07 | 64.86 | 71.66 | 71.62 | |
| off-LoRA-MLPBackbone=CBraMod, Setting=online2026.07 | 60.01 | 64.38 | 65.18 | |
| off-LoRA-LINBackbone=CBraMod, Setting=online2026.07 | 50.35 | 69.08 | 69.56 |