Driver Drowsiness Detection on Sustained-attention driving dataset Subject 5
95.73F1 Score (%)Calibration-Free EEG-based Driver Drowsiness Detection Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| Calibration-Free EEG-based Driver Drowsiness Detection FrameworkCategory=TTA2025.11 | 95.73 | |
| RoTTACategory=TTA2025.11 | 83.61 | |
| InterpretableCNNCategory=Source2025.11 | 80 | |
| T3ACategory=TTA2025.11 | 79.4 | |
| SARCategory=TTA2025.11 | 77.25 | |
| EEGNet8,2Category=Source2025.11 | 76.04 | |
| EEG-ConformerCategory=Source2025.11 | 73.24 | |
| DeepConvNetCategory=Source2025.11 | 70.71 | |
| LGGNet-FCategory=Source2025.11 | 68.42 | |
| ResNet1D-8Category=Source2025.11 | 52.63 | |
| Wimpff et al.Category=TTA2025.11 | 45.19 | |
| CAGNNCategory=Source2025.11 | 26.47 | |
| NOTECategory=TTA2025.11 | 24.05 | |
| CoTTACategory=TTA2025.11 | 4.96 | |
| TentCategory=TTA2025.11 | 0 |