Driver Drowsiness Detection on Sustained-attention driving dataset Average
81.73Avg F1-scoreCalibration-Free EEG-based Driver Drowsiness Detection Framework
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Calibration-Free EEG-based Driver Drowsiness Detection FrameworkCategory=TTA2025.11 | 81.73 | 20.16 | |
| T3ACategory=TTA2025.11 | 70 | 15.39 | |
| EEGNet8,2Category=Source2025.11 | 67.23 | 15.96 | |
| InterpretableCNNCategory=Source2025.11 | 66.55 | 17.89 | |
| ResNet1D-8Category=Source2025.11 | 65.55 | 15 | |
| EEG-ConformerCategory=Source2025.11 | 65.01 | 16.01 | |
| DeepConvNetCategory=Source2025.11 | 62.84 | 21.06 | |
| LGGNet-FCategory=Source2025.11 | 62.7 | 12.25 | |
| SARCategory=TTA2025.11 | 55.09 | 23.56 | |
| CAGNNCategory=Source2025.11 | 52.56 | 17.98 | |
| RoTTACategory=TTA2025.11 | 52.23 | 31.3 | |
| Wimpff et al.Category=TTA2025.11 | 42.02 | 7.98 | |
| NOTECategory=TTA2025.11 | 36.14 | 20.34 | |
| CoTTACategory=TTA2025.11 | 10.47 | 8.75 | |
| TentCategory=TTA2025.11 | 6.46 | 8.43 |