Six-class classification of EEG events on TUEV
66.71Balanced AccuracyCBraMod
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CBraMod2025.06 | 66.71 | 67.72 | 83.42 | |
| EEG-DLiteDistillation ratio (%)=252025.12 | 64.5 | 63.4 | 82.1 | |
| RandomDistillation ratio (%)=252025.12 | 64.4 | 61.5 | 81.2 | |
| EEG-DLiteDistillation ratio (%)=102025.12 | 64.3 | 63 | 82.2 | |
| CodeBrain2025.06 | 64.28 | 69.12 | 83.62 | |
| Full dataDistillation ratio (%)=1002025.12 | 64.1 | 66.4 | 83.1 | |
| LaBraM2025.06 | 64.09 | 66.37 | 83.12 | |
| PCA + DSDistillation ratio (%)=102025.12 | 63.9 | 61.6 | 81.2 | |
| CodeBrainexclusion=true2025.06 | 63.75 | 68.38 | 82.93 | |
| EEG-DLiteDistillation ratio (%)=52025.12 | 62.9 | 61 | 80.7 | |
| EEGPT2025.06 | 62.32 | 63.51 | 81.87 | |
| RandomDistillation ratio (%)=52025.12 | 62.3 | 58.1 | 79.3 | |
| RandomDistillation ratio (%)=102025.12 | 58.9 | 56.7 | 78.9 | |
| EEG-DLiteDistillation ratio (%)=12025.12 | 57.3 | 52.6 | 76.7 | |
| PCA + DSDistillation ratio (%)=252025.12 | 56.8 | 52.1 | 76.8 | |
| PCA + DSDistillation ratio (%)=52025.12 | 55.8 | 51 | 75.7 | |
| PCA + DSDistillation ratio (%)=12025.12 | 54.4 | 48 | 73.9 | |
| BIOT2025.06 | 52.81 | 52.73 | 74.92 | |
| RandomDistillation ratio (%)=12025.12 | 52.7 | 46.8 | 73.6 | |
| M3DDistillation ratio (%)=12025.12 | 45.8 | 37.6 | 68.1 | |
| ContraWR2025.06 | 43.84 | 39.12 | 68.93 | |
| BENDR2025.06 | 43.63 | 42.71 | 67.55 | |
| M3DDistillation ratio (%)=52025.12 | 42.9 | 42.4 | 71.2 | |
| M3DDistillation ratio (%)=102025.12 | 42.9 | 38.9 | 69.1 | |
| EEGConformer2025.06 | 40.74 | 39.67 | 69.83 | |
| ST-Transformer2025.06 | 39.84 | 37.65 | 68.23 | |
| EEGNet2025.06 | 38.76 | 35.77 | 65.39 |