EEG Classification on TUSL
85.7Balanced AccuracyCSBrain
Evaluation results
| Method | Links | |
|---|---|---|
| CSBrainParameters=4.9M, Training Protocol=Single-Task2026.05 | 85.7 | |
| KAST-BAR-LargeParameters=2.2B, Training Protocol=Multi-Task2026.05 | 77.4 | |
| LaBraM-BaseParameters=5.8M, Training Protocol=Single-Task2026.05 | 76.3 | |
| CBraModParameters=4.0M, Training Protocol=Single-Task2026.05 | 73.9 | |
| KAST-BAR-BaseParameters=0.8B, Training Protocol=Multi-Task2026.05 | 73.7 | |
| EEGPTParameters=25M, Training Protocol=Multi-Task2026.05 | 72.9 | |
| THD-BAR-HugeParameters=1.6B, Training Protocol=Multi-Task2026.05 | 69.2 | |
| NeuroLM-XLParameters=1.7B, Training Protocol=Multi-Task2026.05 | 68.5 | |
| BIOTParameters=3.2M, Training Protocol=Single-Task2026.05 | 57.6 | |
| EEGNetTraining Protocol=Single-Task2026.05 | 57.4 | |
| SPaRCNetParameters=0.79M, Training Protocol=Single-Task2026.05 | 56.9 | |
| ST-TransformerParameters=3.5M, Training Protocol=Single-Task2026.05 | 49.3 |