Driver Drowsiness Detection on Sustained-attention driving dataset Subject 1
94.68F1 ScoreCalibration-Free EEG-based Driver Drowsiness Detection Framework
Evaluation Results
| Method | Links | |
|---|---|---|
| Calibration-Free EEG-based Driver Drowsiness Detection FrameworkCategory=TTA2025.11 | 94.68 | |
| ResNet1D-8Category=Source2025.11 | 81.97 | |
| DeepConvNetCategory=Source2025.11 | 81.44 | |
| CAGNNCategory=Source2025.11 | 77.97 | |
| T3ACategory=TTA2025.11 | 75.98 | |
| EEGNet8,2Category=Source2025.11 | 73.86 | |
| EEG-ConformerCategory=Source2025.11 | 72.39 | |
| RoTTACategory=TTA2025.11 | 68.97 | |
| InterpretableCNNCategory=Source2025.11 | 67.47 | |
| LGGNet-FCategory=Source2025.11 | 67 | |
| Wimpff et al.Category=TTA2025.11 | 44.44 | |
| NOTECategory=TTA2025.11 | 40.25 | |
| SARCategory=TTA2025.11 | 39.05 | |
| CoTTACategory=TTA2025.11 | 16.82 | |
| TentCategory=TTA2025.11 | 3.51 |