EEG Classification on TUEV (test)
66.71Balanced AccuracyCBraMod
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CBraMod2026.05 | 66.71 | 0.6772 | 83.42 | |
| CodeBrain2026.05 | 64.28 | 0.6912 | 83.62 | |
| LaBraM-BaseModel Size=5.8M2026.02 | 64.09 | 0.6637 | 83.12 | |
| LaBraM#Params=5.8M2025.11 | 64.09 | 0.6637 | 83.12 | |
| LaBraM-Base2026.05 | 64.09 | 0.6637 | 83.12 | |
| TRACE2026.05 | 63.4 | 0.6358 | 81.13 | |
| CBraMod#Params=21.1M/24.1M2025.11 | 60.76 | 0.6177 | 80.02 | |
| STAMP#Params=0.72M/0.72M2025.11 | 56.4 | 0.6622 | 81.82 | |
| BIOTModel Size=3.2M2026.02 | 52.81 | 0.5273 | 74.92 | |
| BIOT2026.05 | 52.81 | 0.5273 | 74.92 | |
| NeuroWeaverModel Size=1.2M2026.02 | 45.73 | 0.4562 | 72.85 | |
| NeuroLM-BModel Size=254M2026.02 | 45.6 | 0.4285 | 71.53 | |
| ContraWRModel Size=1.6M2026.02 | 43.84 | 0.3912 | 68.93 | |
| SPaRCNetModel Size=0.79M2026.02 | 41.61 | 0.4233 | 70.24 | |
| CNN-TransformerModel Size=3.2M2026.02 | 40.87 | 0.3815 | 68.54 | |
| CNN-Transformer2026.05 | 40.87 | 0.3815 | 68.54 | |
| EEG Conformer#Params=0.55M2025.11 | 40.74 | 0.3967 | 69.83 | |
| EEGConformer2026.05 | 40.74 | 0.3967 | 69.83 | |
| ST-TransformerModel Size=3.5M2026.02 | 39.84 | 0.3765 | 68.23 | |
| ST-Transformer#Params=3.5M2025.11 | 39.84 | 0.3765 | 68.23 | |
| ST-Transformer2026.05 | 39.84 | 0.3765 | 68.23 | |
| FFCLModel Size=2.4M2026.02 | 39.79 | 0.3732 | 67.83 | |
| FFCL2026.05 | 39.79 | 0.3732 | 67.83 | |
| EEGNet2026.05 | 38.76 | 0.3577 | 65.39 |