Motor Imagery Classification on PhysioNet-MI 4-class (online)
61.74Balanced AccuracyNeuroOnline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| NeuroOnlineBackbone=CBraMod, Setting=online2026.07 | 61.74 | 48.99 | 61.76 | |
| off-FT-LINBackbone=CBraMod, Setting=online2026.07 | 60.58 | 47.44 | 60.36 | |
| NeuroOnlineBackbone=LaBraM, Setting=online2026.07 | 60.53 | 47.38 | 60.5 | |
| off-FT-MLPBackbone=CBraMod, Setting=online2026.07 | 60.46 | 47.28 | 60.36 | |
| off-FT-MLPBackbone=LaBraM, Setting=online2026.07 | 60.14 | 46.85 | 60.27 | |
| off-FT-LINBackbone=LaBraM, Setting=online2026.07 | 58.25 | 44.33 | 58.23 | |
| off-LoRA-LINBackbone=CBraMod, Setting=online2026.07 | 58.2 | 44.26 | 57.99 | |
| off-LoRA-MLPBackbone=CBraMod, Setting=online2026.07 | 58.03 | 44.04 | 58.05 | |
| off-LoRA-MLPBackbone=LaBraM, Setting=online2026.07 | 56.95 | 42.6 | 57.01 | |
| NeuroOnline.aBackbone=LaBraM, Setting=online2026.07 | 54.38 | 39.17 | 54.37 | |
| NeuroOnline.aBackbone=CBraMod, Setting=online2026.07 | 53.89 | 38.52 | 53.89 | |
| off-LoRA-LINBackbone=LaBraM, Setting=online2026.07 | 52.79 | 37.04 | 52.8 |