Driver Drowsiness Estimation on SEED-VIG
0.6347CCLaBraM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LaBraMModel Category=Foundation Models, # Params=5.8 M2026.03 | 0.6347 | 0.2871 | 0.1808 | |
| CSBrainModel Category=Foundation Models, # Params=25.9 M2026.03 | 0.6314 | 0.2774 | 0.2363 | |
| BFT-ACategory=TTA w/o BP2026.01 | 0.629 | 0.208 | — | |
| Aug-MeanCategory=TTA w/o BP2026.01 | 0.625 | 0.222 | — | |
| BFT-DCategory=TTA w/o BP2026.01 | 0.623 | 0.207 | — | |
| Aug-ScaleCategory=TTA w/o BP2026.01 | 0.619 | 0.223 | — | |
| EEGNet (w/o Aug.)Category=w/o TL2026.01 | 0.618 | 0.225 | — | |
| EEGNetCategory=w/o TL2026.01 | 0.618 | 0.223 | — | |
| BN-adaptCategory=TTA w/o BP2026.01 | 0.618 | 0.216 | — | |
| Aug-NoiseCategory=TTA w/o BP2026.01 | 0.618 | 0.222 | — | |
| Aug-SlideCategory=TTA w/o BP2026.01 | 0.618 | 0.223 | — | |
| MC DropoutCategory=TTA w/o BP2026.01 | 0.618 | 0.218 | — | |
| Aug-FreqCategory=TTA w/o BP2026.01 | 0.617 | 0.223 | — | |
| DANNCategory=UDA2026.01 | 0.612 | 0.213 | — | |
| CORALCategory=UDA2026.01 | 0.611 | 0.209 | — | |
| DANCategory=UDA2026.01 | 0.609 | 0.216 | — | |
| DARE-GRAMCategory=UDA2026.01 | 0.609 | 0.215 | — | |
| EEGConfModel Category=Task-Specific Models, # Params=—2026.03 | 0.58 | 0.2829 | 0.2065 | |
| CBramodModel Category=Foundation Models, # Params=21.9 M2026.03 | 0.5502 | 0.3057 | 0.0737 | |
| SpecMoEModel Category=Foundation Models, # Params=4.3 M2026.03 | 0.5168 | 0.1522 | 0.2454 | |
| EEGNetModel Category=Task-Specific Models, # Params=—2026.03 | 0.5127 | 0.2847 | 0.196 | |
| FFCLModel Category=Task-Specific Models, # Params=—2026.03 | 0.4923 | 0.2885 | 0.174 | |
| PSD-MLPCategory=w/o TL2026.01 | 0.373 | 0.331 | — |