EEG Classification on TUEV
71.5Balanced AccuracyB[FM]²
Evaluation results
| Method | Links | |
|---|---|---|
| B[FM]²protocol=finetuning2026.06 | 71.5 | |
| KAST-BAR-LargeParameters=2.2B, Training Protocol=Multi-Task2026.05 | 70.8 | |
| CSBrainParameters=4.9M, Training Protocol=Single-Task2026.05 | 69 | |
| CSBrainprotocol=finetuning2026.06 | 69 | |
| REVEprotocol=finetuning2026.06 | 67.6 | |
| CBraModParameters=4.0M, Training Protocol=Single-Task2026.05 | 66.7 | |
| CBraModprotocol=finetuning2026.06 | 66.7 | |
| KAST-BAR-BaseParameters=0.8B, Training Protocol=Multi-Task2026.05 | 66.1 | |
| THD-BAR-HugeParameters=1.6B, Training Protocol=Multi-Task2026.05 | 65.3 | |
| LaBraM-BaseParameters=5.8M, Training Protocol=Single-Task2026.05 | 64.1 | |
| LaBraM-Baseprotocol=finetuning2026.06 | 64.1 | |
| EEGPTParameters=25M, Training Protocol=Multi-Task2026.05 | 62.3 | |
| BIOTParameters=3.2M, Training Protocol=Single-Task2026.05 | 52.8 | |
| BIOTprotocol=finetuning2026.06 | 52.8 | |
| NeuroLM-XLParameters=1.7B, Training Protocol=Multi-Task2026.05 | 46.8 | |
| ContraWRprotocol=finetuning2026.06 | 43.8 | |
| SPaRCNetParameters=0.79M, Training Protocol=Single-Task2026.05 | 43.2 | |
| SPaRCNetprotocol=finetuning2026.06 | 41.6 | |
| CNN-Transformerprotocol=finetuning2026.06 | 40.9 | |
| EEGConformerprotocol=finetuning2026.06 | 40.7 | |
| EEGNetTraining Protocol=Single-Task2026.05 | 39.8 | |
| FFCLprotocol=finetuning2026.06 | 39.8 | |
| ST-Transformerprotocol=finetuning2026.06 | 39.8 | |
| ST-TransformerParameters=3.5M, Training Protocol=Single-Task2026.05 | 39.6 | |
| EEGNetprotocol=finetuning2026.06 | 38.8 |