EEG Classification on SHU-MI 2-Class 11,988 Samples
63.19Balanced AccuracyBrainPro
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BrainPro2025.09 | 63.19 | 71.02 | 71.05 | |
| LaBraM2025.09 | 61.75 | 68.21 | 67.2 | |
| Conformer2025.09 | 61.67 | 67.63 | 69.27 | |
| LaBraM#Params=5.8M2025.11 | 61.66 | 67.61 | 66.04 | |
| CBraMod2025.09 | 61.08 | 66.32 | 66.68 | |
| CBraMod#Params=25.5M2025.11 | 60.43 | 67.29 | 65.72 | |
| ST-Transformer#Params=3.5M2025.11 | 59.92 | 63.94 | 64.31 | |
| STAMP#Params=0.73M2025.11 | 59.83 | 66.3 | 66.03 | |
| EEG Conformer#Params=0.55M2025.11 | 59 | 63.7 | 63.51 | |
| EEGNet2025.09 | 56.64 | 66.09 | 67.91 | |
| EEGPT2025.09 | 54.81 | 56.31 | 56.73 | |
| BIOT2025.09 | 49.81 | 50.77 | 50.69 |