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Theoretical interpretation of drivers’ gaze strategy influenced by optical flow

Driver analysis, particularly revealing where drivers gaze, is a key factor in understanding drivers’ perception. Several studies have examined drivers’ gaze behavior and the two main hypotheses that have been developed are Tangent Point (TP) and Future Path Point (FP). TP is a point on the inner si...

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Autores principales: Okafuji, Yuki, Fukao, Takanori
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7840940/
https://www.ncbi.nlm.nih.gov/pubmed/33504938
http://dx.doi.org/10.1038/s41598-021-82062-1
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author Okafuji, Yuki
Fukao, Takanori
author_facet Okafuji, Yuki
Fukao, Takanori
author_sort Okafuji, Yuki
collection PubMed
description Driver analysis, particularly revealing where drivers gaze, is a key factor in understanding drivers’ perception. Several studies have examined drivers’ gaze behavior and the two main hypotheses that have been developed are Tangent Point (TP) and Future Path Point (FP). TP is a point on the inner side of the lane, where the driver’s gaze direction becomes tangential with the lane edge. FP is an arbitrary single point on the ideal future path for an individual driver on the road. The location of this single point is dependent on the individual driver. While these gaze points have been verified and discussed by various psychological experiments, it is unclear why drivers gaze at these points. Therefore, in this study, we used optical flow theory to understand drivers’ gaze strategy. Optical flow theory is a method to quantify the extent to which drivers can perceive the future path of the vehicle. The results of numerical simulations demonstrated that optical flow theory can potentially estimate drivers’ gaze behavior. We also conducted an experiment in which the observed driver gaze behavior was compared to calculated gaze strategy based on optical flow theory. The experimental results demonstrate that drivers’ gaze can be estimated with an accuracy of 70.8% and 65.1% on circular and straight paths, respectively. Thus, these results suggest that optical flow theory can be a determining factor in drivers’ gaze strategy.
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spelling pubmed-78409402021-01-28 Theoretical interpretation of drivers’ gaze strategy influenced by optical flow Okafuji, Yuki Fukao, Takanori Sci Rep Article Driver analysis, particularly revealing where drivers gaze, is a key factor in understanding drivers’ perception. Several studies have examined drivers’ gaze behavior and the two main hypotheses that have been developed are Tangent Point (TP) and Future Path Point (FP). TP is a point on the inner side of the lane, where the driver’s gaze direction becomes tangential with the lane edge. FP is an arbitrary single point on the ideal future path for an individual driver on the road. The location of this single point is dependent on the individual driver. While these gaze points have been verified and discussed by various psychological experiments, it is unclear why drivers gaze at these points. Therefore, in this study, we used optical flow theory to understand drivers’ gaze strategy. Optical flow theory is a method to quantify the extent to which drivers can perceive the future path of the vehicle. The results of numerical simulations demonstrated that optical flow theory can potentially estimate drivers’ gaze behavior. We also conducted an experiment in which the observed driver gaze behavior was compared to calculated gaze strategy based on optical flow theory. The experimental results demonstrate that drivers’ gaze can be estimated with an accuracy of 70.8% and 65.1% on circular and straight paths, respectively. Thus, these results suggest that optical flow theory can be a determining factor in drivers’ gaze strategy. Nature Publishing Group UK 2021-01-27 /pmc/articles/PMC7840940/ /pubmed/33504938 http://dx.doi.org/10.1038/s41598-021-82062-1 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Okafuji, Yuki
Fukao, Takanori
Theoretical interpretation of drivers’ gaze strategy influenced by optical flow
title Theoretical interpretation of drivers’ gaze strategy influenced by optical flow
title_full Theoretical interpretation of drivers’ gaze strategy influenced by optical flow
title_fullStr Theoretical interpretation of drivers’ gaze strategy influenced by optical flow
title_full_unstemmed Theoretical interpretation of drivers’ gaze strategy influenced by optical flow
title_short Theoretical interpretation of drivers’ gaze strategy influenced by optical flow
title_sort theoretical interpretation of drivers’ gaze strategy influenced by optical flow
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7840940/
https://www.ncbi.nlm.nih.gov/pubmed/33504938
http://dx.doi.org/10.1038/s41598-021-82062-1
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