EEG Classification on BCIC-IV-2a
56.74Balanced AccuracyBrainPro
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BrainPro2025.09 | 56.74 | 0.4232 | 56.53 | |
| STAMP#Params=0.72M2025.11 | 55.64 | 0.4086 | 55.12 | |
| EEGNet2025.09 | 55.21 | 0.4028 | 53.46 | |
| NeuroOnline***Foundation Model=EEGPT, Setting=Online2026.07 | 53.35 | 37.8 | 52.46 | |
| LaBraM2025.09 | 52.55 | 0.3674 | 50.95 | |
| CBraMod2025.09 | 51.48 | 0.353 | 50.32 | |
| NeuroOnline.aFoundation Model=EEGPT, Setting=Online2026.07 | 50.99 | 34.65 | 50.61 | |
| Conformer2025.09 | 48.79 | 0.3171 | 45.61 | |
| LaBraM#Params=5.8M2025.11 | 48.69 | 0.3159 | 47.58 | |
| EEG Conformer#Params=0.55M2025.11 | 46.96 | 0.2924 | 45.33 | |
| ST-Transformer#Params=3.5M2025.11 | 45.75 | 0.2733 | 44.71 | |
| CBraMod#Params=19.1M2025.11 | 40.92 | 0.2123 | 34.17 | |
| EEGPT2025.09 | 38.49 | 0.1799 | 32.72 | |
| off-FT-MLPFoundation Model=EEGPT, Adaptation Strategy=Fine-Tuning, Classifier Head=MLP, Pre-training=Offline2026.07 | 37.88 | 17.18 | 33.35 | |
| off-LoRA-MLPFoundation Model=EEGPT, Adaptation Strategy=LoRA, Classifier Head=MLP, Pre-training=Offline2026.07 | 37.31 | 16.41 | 30.71 | |
| off-LoRA-LINFoundation Model=EEGPT, Adaptation Strategy=LoRA, Classifier Head=LIN, Pre-training=Offline2026.07 | 37.2 | 16.27 | 32.12 | |
| off-FT-LINFoundation Model=EEGPT, Adaptation Strategy=Fine-Tuning, Classifier Head=LIN, Pre-training=Offline2026.07 | 37.07 | 16.09 | 32.47 | |
| BIOT2025.09 | 23.92 | -0.0144 | 10.63 |