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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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Published in: | IEEE transactions on intelligent transportation systems 2012-09, Vol.13 (3), p.1167-1178 |
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container_title | IEEE transactions on intelligent transportation systems |
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creator | Jiménez, Pedro Bergasa, Luis M. Nuevo, Jesús Hernández, Noelia Daza, Ivan G. |
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. |
doi_str_mv | 10.1109/TITS.2012.2187517 |
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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.</description><subject>Algorithm design and analysis</subject><subject>Cameras</subject><subject>Distraction monitoring</subject><subject>driver</subject><subject>Estimation</subject><subject>Face</subject><subject>gaze fixation</subject><subject>in-vehicle information systems (IVISs)</subject><subject>inattention</subject><subject>Information systems</subject><subject>Monitoring</subject><subject>naturalistic simulator</subject><subject>percent road center (PRC)</subject><subject>Road safety</subject><issn>1524-9050</issn><issn>1558-0016</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2012</creationdate><recordtype>article</recordtype><recordid>eNo9kMtOwzAQRS0EEqXwAYiNfyDF48SvJeqLSBUsGthGdjIWQW2D7LSifH0TtWI1o3PnzuIQ8ghsAsDMc5EX6wlnwCcctBKgrsgIhNAJYyCvh51niWGC3ZK7GL97mgmAEXlb2j-ki-bXdk27o-tj7HBLfRto94V0frCb_TlpPZ2F5oCBzprYBVsNNNJ8V-8rrKk70vwzX9-TG283ER8uc0w-FvNi-pqs3pf59GWVVCnTXWJUKoExprRUtZbOc6adFyCVU8bX6IQzhvfYeqGy2lU1alsZlXG0Ckyajgmc_1ahjTGgL39Cs7XhWAIrByHlIKQchJQXIX3n6dxpEPH_XoIUqZTpCZetXGA</recordid><startdate>20120901</startdate><enddate>20120901</enddate><creator>Jiménez, Pedro</creator><creator>Bergasa, Luis M.</creator><creator>Nuevo, Jesús</creator><creator>Hernández, Noelia</creator><creator>Daza, Ivan G.</creator><general>IEEE</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope></search><sort><creationdate>20120901</creationdate><title>Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS</title><author>Jiménez, Pedro ; Bergasa, Luis M. ; Nuevo, Jesús ; Hernández, Noelia ; Daza, Ivan G.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c308t-973610007867d86bf208bf5167b79fdeb5b992bf2af574dbcde8ac9742ea71933</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Algorithm design and analysis</topic><topic>Cameras</topic><topic>Distraction monitoring</topic><topic>driver</topic><topic>Estimation</topic><topic>Face</topic><topic>gaze fixation</topic><topic>in-vehicle information systems (IVISs)</topic><topic>inattention</topic><topic>Information systems</topic><topic>Monitoring</topic><topic>naturalistic simulator</topic><topic>percent road center (PRC)</topic><topic>Road safety</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Jiménez, Pedro</creatorcontrib><creatorcontrib>Bergasa, Luis M.</creatorcontrib><creatorcontrib>Nuevo, Jesús</creatorcontrib><creatorcontrib>Hernández, Noelia</creatorcontrib><creatorcontrib>Daza, Ivan G.</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) Online</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><jtitle>IEEE transactions on intelligent transportation systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Jiménez, Pedro</au><au>Bergasa, Luis M.</au><au>Nuevo, Jesús</au><au>Hernández, Noelia</au><au>Daza, Ivan G.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS</atitle><jtitle>IEEE transactions on intelligent transportation systems</jtitle><stitle>TITS</stitle><date>2012-09-01</date><risdate>2012</risdate><volume>13</volume><issue>3</issue><spage>1167</spage><epage>1178</epage><pages>1167-1178</pages><issn>1524-9050</issn><eissn>1558-0016</eissn><coden>ITISFG</coden><abstract>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. 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subjects | Algorithm design and analysis Cameras Distraction monitoring driver Estimation Face gaze fixation in-vehicle information systems (IVISs) inattention Information systems Monitoring naturalistic simulator percent road center (PRC) Road safety |
title | Gaze Fixation System for the Evaluation of Driver Distractions Induced by IVIS |
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