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Authors: Mohsen Shirpour ; Steven S. Beauchemin and Michael A. Bauer

Affiliation: Department of Computer Science, The University of Western Ontario, London, ON, N6A-5B7, Canada

Keyword(s): Vanishing Points, Point of Gaze (PoG), Eye Tracking, Gaussian Process Regression (GPR).

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 several formats:
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 - VEHITS; ISBN 978-989-758-513-5; ISSN 2184-495X, SciTePress, pages 465-470. DOI: 10.5220/0010440204650470

@conference{vehits21,
author={Mohsen Shirpour. and Steven S. Beauchemin. and Michael A. Bauer.},
title={What Does Visual Gaze Attend to during Driving?},
booktitle={Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - VEHITS},
year={2021},
pages={465-470},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010440204650470},
isbn={978-989-758-513-5},
issn={2184-495X},
}

TY - CONF

JO - Proceedings of the 7th International Conference on Vehicle Technology and Intelligent Transport Systems - VEHITS
TI - What Does Visual Gaze Attend to during Driving?
SN - 978-989-758-513-5
IS - 2184-495X
AU - Shirpour, M.
AU - Beauchemin, S.
AU - Bauer, M.
PY - 2021
SP - 465
EP - 470
DO - 10.5220/0010440204650470
PB - SciTePress