Gaze fixation system for the evaluation of driver distractions induced by IVIS

We present a method to monitor driver distraction based on a stereo camera to estimate the face pose and gaze of a driver in real time. A coarse eye direction is composed of face pose estimation to obtain the gaze and driver's fixation area in the scene, which is a parameter that gives much inf...

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Autores: Jiménez Molina, Pedro, Bergasa Pascual, Luis Miguel|||0000-0002-0087-3077, Nuevo Chiquero, Jesús, Hernández Parra, Noelia|||0000-0002-6644-9498, García Daza, Iván|||0000-0001-8940-6434
Tipo de recurso: artículo
Fecha de publicación:2012
País:España
Institución:Universidad de Alcalá (UAH)
Repositorio:e_Buah Biblioteca Digital Universidad de Alcalá
Idioma:inglés
OAI Identifier:oai:ebuah.uah.es:10017/43348
Acceso en línea:http://hdl.handle.net/10017/43348
https://dx.doi.org/10.1109/TITS.2012.2187517
Access Level:acceso abierto
Palabra clave:Distraction monitoring
Driver
Inattention
Gaze fixation
PRC
IVIS
Naturalistic simulator
Electrónica
Electronics
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repository_id_str
spelling Gaze fixation system for the evaluation of driver distractions induced by IVISJiménez Molina, PedroBergasa Pascual, Luis Miguel|||0000-0002-0087-3077Nuevo Chiquero, JesúsHernández Parra, Noelia|||0000-0002-6644-9498García Daza, Iván|||0000-0001-8940-6434Distraction monitoringDriverInattentionGaze fixationPRCIVISNaturalistic simulatorElectrónicaElectronicsWe present a method to monitor driver distraction based on a stereo camera to estimate the face pose and gaze of a driver in real time. A coarse eye direction is composed of face pose estimation to obtain the gaze and driver's fixation area in the scene, which is a parameter that gives much information about the distraction pattern of the driver. The system does not require any subject-specific calibration; it is robust to fast and wide head rotations and works under low-lighting conditions. The system provides some consistent statistics, which help psychologists to assess the driver distraction patterns under influence of different in-vehicle information systems (IVISs). These statistics are objective, as the drivers are not required to report their own distraction states. The proposed gaze fixation system has been tested on a set of challenging driving experiments directed by a team of psychologists in a naturalistic driving simulator. This simulator mimics conditions present in real driving, including weather changes, maneuvering, and distractions due to IVISs. Professional drivers participated in the tests.Ministerio de Economía y CompetitividadMinisterio de Ciencia e InnovaciónComunidad de MadridIEEE20122012-09-01journal articlehttp://purl.org/coar/resource_type/c_6501NAhttp://purl.org/coar/version/c_be7fb7dd8ff6fe43info:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10017/43348https://dx.doi.org/10.1109/TITS.2012.2187517reponame:e_Buah Biblioteca Digital Universidad de Alcaláinstname:Universidad de Alcalá (UAH)InglésengMIINECO Not available TRA2011-29001-004-01Ministerio de Ciencia e Innovación http://dx.doi.org/10.13039/501100004837 Not available TRA2008-03600 Monitorización de distracciones en conductores mediante un sistema multi-cámaraMinisterio de Ciencia e Innovación http://dx.doi.org/10.13039/501100004837 Not available PSE-370000-2009-12 Cabina Inteligente para el Transporte por CarreteraComunidad de Madrid http://dx.doi.org/10.13039/100012818 Not available CAM-S2009%2FDPI-1559 Robots de servicios para la mejora de la calidad de vida de los ciudadanos en áreas metropolitanas (Fase II)open accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:ebuah.uah.es:10017/433482026-06-18T11:13:07Z
dc.title.none.fl_str_mv Gaze fixation system for the evaluation of driver distractions induced by IVIS
title Gaze fixation system for the evaluation of driver distractions induced by IVIS
spellingShingle Gaze fixation system for the evaluation of driver distractions induced by IVIS
Jiménez Molina, Pedro
Distraction monitoring
Driver
Inattention
Gaze fixation
PRC
IVIS
Naturalistic simulator
Electrónica
Electronics
title_short Gaze fixation system for the evaluation of driver distractions induced by IVIS
title_full Gaze fixation system for the evaluation of driver distractions induced by IVIS
title_fullStr Gaze fixation system for the evaluation of driver distractions induced by IVIS
title_full_unstemmed Gaze fixation system for the evaluation of driver distractions induced by IVIS
title_sort Gaze fixation system for the evaluation of driver distractions induced by IVIS
dc.creator.none.fl_str_mv Jiménez Molina, Pedro
Bergasa Pascual, Luis Miguel|||0000-0002-0087-3077
Nuevo Chiquero, Jesús
Hernández Parra, Noelia|||0000-0002-6644-9498
García Daza, Iván|||0000-0001-8940-6434
author Jiménez Molina, Pedro
author_facet Jiménez Molina, Pedro
Bergasa Pascual, Luis Miguel|||0000-0002-0087-3077
Nuevo Chiquero, Jesús
Hernández Parra, Noelia|||0000-0002-6644-9498
García Daza, Iván|||0000-0001-8940-6434
author_role author
author2 Bergasa Pascual, Luis Miguel|||0000-0002-0087-3077
Nuevo Chiquero, Jesús
Hernández Parra, Noelia|||0000-0002-6644-9498
García Daza, Iván|||0000-0001-8940-6434
author2_role author
author
author
author
dc.subject.none.fl_str_mv Distraction monitoring
Driver
Inattention
Gaze fixation
PRC
IVIS
Naturalistic simulator
Electrónica
Electronics
topic Distraction monitoring
Driver
Inattention
Gaze fixation
PRC
IVIS
Naturalistic simulator
Electrónica
Electronics
description We present a method to monitor driver distraction based on a stereo camera to estimate the face pose and gaze of a driver in real time. A coarse eye direction is composed of face pose estimation to obtain the gaze and driver's fixation area in the scene, which is a parameter that gives much information about the distraction pattern of the driver. The system does not require any subject-specific calibration; it is robust to fast and wide head rotations and works under low-lighting conditions. The system provides some consistent statistics, which help psychologists to assess the driver distraction patterns under influence of different in-vehicle information systems (IVISs). These statistics are objective, as the drivers are not required to report their own distraction states. The proposed gaze fixation system has been tested on a set of challenging driving experiments directed by a team of psychologists in a naturalistic driving simulator. This simulator mimics conditions present in real driving, including weather changes, maneuvering, and distractions due to IVISs. Professional drivers participated in the tests.
publishDate 2012
dc.date.none.fl_str_mv 2012
2012-09-01
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
NA
http://purl.org/coar/version/c_be7fb7dd8ff6fe43
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv http://hdl.handle.net/10017/43348
https://dx.doi.org/10.1109/TITS.2012.2187517
url http://hdl.handle.net/10017/43348
https://dx.doi.org/10.1109/TITS.2012.2187517
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.relation.none.fl_str_mv MIINECO Not available TRA2011-29001-004-01
Ministerio de Ciencia e Innovación http://dx.doi.org/10.13039/501100004837 Not available TRA2008-03600 Monitorización de distracciones en conductores mediante un sistema multi-cámara
Ministerio de Ciencia e Innovación http://dx.doi.org/10.13039/501100004837 Not available PSE-370000-2009-12 Cabina Inteligente para el Transporte por Carretera
Comunidad de Madrid http://dx.doi.org/10.13039/100012818 Not available CAM-S2009%2FDPI-1559 Robots de servicios para la mejora de la calidad de vida de los ciudadanos en áreas metropolitanas (Fase II)
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv IEEE
publisher.none.fl_str_mv IEEE
dc.source.none.fl_str_mv reponame:e_Buah Biblioteca Digital Universidad de Alcalá
instname:Universidad de Alcalá (UAH)
instname_str Universidad de Alcalá (UAH)
reponame_str e_Buah Biblioteca Digital Universidad de Alcalá
collection e_Buah Biblioteca Digital Universidad de Alcalá
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15,300719

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