Gaze-Based Indicators of Driver Cognitive Distraction: Effects of Different Traffic Conditions and Adaptive Cruise Control Use
By: Anaïs Halin , Adrien Deliège , Christel Devue and more
Potential Business Impact:
Eyes show when drivers are thinking too hard.
In this simulator study, we investigate how gaze parameters reflect driver cognitive distraction under varying traffic conditions and adaptive cruise control (ACC) use. Participants completed six driving scenarios that combined two levels of cognitive distraction (with/without mental calculations) and three levels of driving environment complexity. Throughout the experiment, participants were free to activate or deactivate an ACC. We analyzed two gaze-based indicators of driver cognitive distraction: the percent road center, and the gaze dispersions (horizontal and vertical). Our results show that vertical gaze dispersion increases with traffic complexity, while ACC use leads to gaze concentration toward the road center. Cognitive distraction reduces road center gaze and increases vertical dispersion. Complementary analyses revealed that these observations actually arise mainly between mental calculations, while periods of mental calculations are characterized by a temporary increase in gaze concentration.
Similar Papers
Are Electrodermal Activity-Based Indicators of Driver Cognitive Distraction Robust to Varying Traffic Conditions and Adaptive Cruise Control Use?
Human-Computer Interaction
Measures driver focus using sweat.
Predicting Multitasking in Manual and Automated Driving with Optimal Supervisory Control
Human-Computer Interaction
Helps cars know when drivers get distracted.
Weather-Dependent Variations in Driver Gaze Behavior: A Case Study in Rainy Conditions
CV and Pattern Recognition
Helps cars see better in rain.