Driver Drowsiness Detection on Sustained-attention driving dataset Subject 10
75.27F1 Score (%)Calibration-Free EEG-based Driver Drowsiness Detection Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| Calibration-Free EEG-based Driver Drowsiness Detection FrameworkCategory=TTA2025.11 | 75.27 | |
| CAGNNCategory=Source2025.11 | 65.12 | |
| EEG-ConformerCategory=Source2025.11 | 62.65 | |
| ResNet1D-8Category=Source2025.11 | 60.98 | |
| InterpretableCNNCategory=Source2025.11 | 54.55 | |
| LGGNet-FCategory=Source2025.11 | 53.33 | |
| EEGNet8,2Category=Source2025.11 | 52.5 | |
| SARCategory=TTA2025.11 | 51.95 | |
| T3ACategory=TTA2025.11 | 51.22 | |
| DeepConvNetCategory=Source2025.11 | 49.32 | |
| NOTECategory=TTA2025.11 | 45.21 | |
| Wimpff et al.Category=TTA2025.11 | 31.06 | |
| CoTTACategory=TTA2025.11 | 16.36 | |
| TentCategory=TTA2025.11 | 11.02 | |
| RoTTACategory=TTA2025.11 | 0 |