What Does Visual Gaze Attend to during Driving?

Mohsen Shirpour, Steven Beauchemin, Michael Bauer

Abstract

This study aims to analyze driver cephalo-ocular behaviour features and road vanishing points with respect to vehicle speed in urban and suburban areas using data obtained from an instrumented vehicle’s eye tracker. This study utilizes two models for driver gaze estimation. The first model estimates the 3D point of the driver’s gaze in absolute coordinates obtained through the combined use of a forward stereo vision system and an eye-gaze tracker system. The second approach uses a stochastic model, known as Gaussian Process Regression (GPR), that estimates the most probable gaze direction given head pose. We evaluated models on real data gathered in an urban and suburban environment with the RoadLAB experimental vehicle.

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Paper Citation


in Harvard Style

Shirpour M., Beauchemin S. and Bauer M. (2021). What Does Visual Gaze Attend to during Driving?. In Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS, ISBN 978-989-758-513-5, pages 465-470. DOI: 10.5220/0010440204650470


in Bibtex Style

@conference{vehits21,
author={Mohsen Shirpour and Steven Beauchemin and Michael Bauer},
title={What Does Visual Gaze Attend to during Driving?},
booktitle={Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,},
year={2021},
pages={465-470},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010440204650470},
isbn={978-989-758-513-5},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - Volume 1: VEHITS,
TI - What Does Visual Gaze Attend to during Driving?
SN - 978-989-758-513-5
AU - Shirpour M.
AU - Beauchemin S.
AU - Bauer M.
PY - 2021
SP - 465
EP - 470
DO - 10.5220/0010440204650470