Motor Imagery Classification on SHU-MI 2-Class
64.31Balanced AccuracyCodeBrain
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CodeBrainmode=fine-tuning2026.05 | 64.31 | 71.66 | 71.24 | |
| CBraModmode=fine-tuning2026.05 | 63.7 | 71.39 | 69.88 | |
| TRACEmode=fine-tuning2026.05 | 63.29 | 69.78 | 69.88 | |
| BIOTmode=fine-tuning2026.05 | 61.79 | 67.7 | 66.09 | |
| LaBraM-Basemode=fine-tuning2026.05 | 61.66 | 67.61 | 66.04 | |
| ST-Transformermode=fine-tuning2026.05 | 59.92 | 63.94 | 64.31 | |
| CNN-Transformermode=fine-tuning2026.05 | 59.75 | 64.12 | 63.23 | |
| EEGConformermode=fine-tuning2026.05 | 59 | 63.7 | 63.51 | |
| EEGNetmode=fine-tuning2026.05 | 58.89 | 63.11 | 62.83 | |
| FFCLmode=fine-tuning2026.05 | 56.92 | 59.43 | 60.14 | |
| NeuroOnlineBackbone=LaBraM, Setting=online2026.07 | 0.6392 | 0.7017 | 0.7016 | |
| NeuroOnlineBackbone=CBraMod, Setting=online2026.07 | 0.6386 | 0.6926 | 0.6941 | |
| NeuroOnline.aBackbone=CBraMod, Setting=online2026.07 | 0.6339 | 0.6853 | 0.6853 | |
| off-LoRA-MLPBackbone=CBraMod, Setting=online2026.07 | 0.6301 | 0.6855 | 0.6854 | |
| NeuroOnline.aBackbone=LaBraM, Setting=online2026.07 | 0.6299 | 0.6922 | 0.6915 | |
| off-LoRA-LINBackbone=CBraMod, Setting=online2026.07 | 0.6286 | 0.6921 | 0.6903 | |
| off-LoRA-LINBackbone=LaBraM, Setting=online2026.07 | 0.6259 | 0.6775 | 0.6831 | |
| off-FT-MLPBackbone=CBraMod, Setting=online2026.07 | 0.6169 | 0.6855 | 0.6806 | |
| off-LoRA-MLPBackbone=LaBraM, Setting=online2026.07 | 0.6162 | 0.6735 | 0.6752 | |
| off-FT-MLPBackbone=LaBraM, Setting=online2026.07 | 0.6159 | 0.6843 | 0.6716 | |
| off-FT-LINBackbone=CBraMod, Setting=online2026.07 | 0.6155 | 0.6693 | 0.6667 | |
| off-FT-LINBackbone=LaBraM, Setting=online2026.07 | 0.6066 | 0.6578 | 0.6536 |