Abnormal EEG detection on TUAB (test)
91.5AUROCCBraMod
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CBraModLearning type=Self-supervised, Size=69.3M2026.05 | 91.5 | 92.2 | |
| LaBraMLearning type=Self-supervised, Size=5.9M2026.05 | 90.2 | 89.6 | |
| CEReBrOLearning type=Self-supervised, Size=85.2M2026.05 | 89.1 | 90.4 | |
| LUNALearning type=Self-supervised, Size=7M2026.05 | 88.6 | 89.5 | |
| FEMBALearning type=Self-supervised, Size=47.7M2026.05 | 88.2 | 88.9 | |
| BIOTLearning type=Self-supervised, Size=3.2M2026.05 | 88.1 | 86.9 | |
| ST-TransformerLearning type=Supervised, Size=3.2M2026.05 | 87 | 85.2 | |
| SPaRCNetLearning type=Supervised, Size=0.8M2026.05 | 86.7 | 84.1 | |
| EEGFormerLearning type=Self-supervised, Size=2.3M2026.05 | 86.7 | 86.7 | |
| CaMBRAINLearning type=Self-supervised, Size=37M2026.05 | 86.7 | 87.6 | |
| BrainBERTLearning type=Self-supervised, Size=43.2M2026.05 | 85.3 | 84.6 | |
| CNN-TransformerLearning type=Supervised, Size=3.2M2026.05 | 84.6 | 84.3 | |
| ContraWRLearning type=Supervised, Size=1.6M2026.05 | 84.5 | 84.2 |