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Benchmarks
Driver Drowsiness Detection on Sustained-attention driving dataset Subject 2
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36.69
F1 Score
LGGNet-F
4.5644
12.9047
21.245
29.5853
Nov 27, 2025
F1 Score
Updated 4d ago
Evaluation Results
Method
Method
Links
F1 Score
LGGNet-F
Category=Source
2025.11
36.69
T3A
Category=TTA
2025.11
34.11
ResNet1D-8
Category=Source
2025.11
33.46
CAGNN
Category=Source
2025.11
31.18
EEG-Conformer
Category=Source
2025.11
31.03
EEGNet8,2
Category=Source
2025.11
29.52
Calibration-Free EEG-based Driver Drowsiness Detection Framework
Category=TTA
2025.11
28.33
Tent
Category=TTA
2025.11
28.21
CoTTA
Category=TTA
2025.11
27.69
Wimpff et al.
Category=TTA
2025.11
25.36
InterpretableCNN
Category=Source
2025.11
19.33
NOTE
Category=TTA
2025.11
9.26
DeepConvNet
Category=Source
2025.11
8.66
SAR
Category=TTA
2025.11
6.11
RoTTA
Category=TTA
2025.11
5.8
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