EEG Interpretation on TUSL
85.7Balanced Accuracy (B-Acc)CSBrain
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CSBrainModel Parameter=4.9M, General Model=true, Multi-Task=false2026.05 | 85.7 | 78.3 | 85.7 | |
| KAST-BAR-LargeModel Parameter=2.2B, General Model=true, Multi-Task=true2026.05 | 77.4 | 65.4 | 76.6 | |
| LaBraM-BaseModel Parameter=5.8M, General Model=true, Multi-Task=false2026.05 | 76.3 | 64.1 | 76.1 | |
| CBraModModel Parameter=4.0M, General Model=true, Multi-Task=false2026.05 | 73.9 | 61.5 | 74.5 | |
| KAST-BAR-BaseModel Parameter=0.8B, General Model=true, Multi-Task=true2026.05 | 73.7 | 63.1 | 74.8 | |
| EEGPTModel Parameter=25M, General Model=true, Multi-Task=true2026.05 | 72.9 | 59.7 | 72.3 | |
| THD-BAR-HugeModel Parameter=1.6B, General Model=true, Multi-Task=true2026.05 | 69.2 | 53.4 | 67.1 | |
| NeuroLM-XLModel Parameter=1.7B, General Model=true, Multi-Task=true2026.05 | 68.5 | 52 | 68.4 | |
| BIOTModel Parameter=3.2M, General Model=true, Multi-Task=false2026.05 | 57.6 | 20.1 | 23.9 | |
| EEGNetModel Parameter=-, General Model=false, Multi-Task=false2026.05 | 57.4 | 49.8 | 52.9 | |
| SPaRCNetModel Parameter=0.79M, General Model=false, Multi-Task=false2026.05 | 56.9 | 49.2 | 58.4 | |
| ST-TransformerModel Parameter=3.5M, General Model=false, Multi-Task=false2026.05 | 49.3 | 30.2 | 41.2 |