A Gaze-Based Driver Distraction Warning System and Its Effect on Visual Behavior

被引:89
作者
Ahlstrom, Christer [1 ]
Kircher, Katja [1 ]
Kircher, Albert [2 ]
机构
[1] Swedish Natl Rd & Transport Res Inst, S-58195 Linkoping, Sweden
[2] Linkoping Univ Hosp, Dept Clin Physiol, S-58185 Linkoping, Sweden
关键词
Distraction warning; driver distraction; eye movements; eye tracking; field study; COGNITIVE LOAD; EYE-MOVEMENTS; REAL; INTENT;
D O I
10.1109/TITS.2013.2247759
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
Driver distraction is a contributing factor to many crashes; therefore, a real-time distraction warning system should have the potential to mitigate or circumvent many of these crashes. The objective of this paper is to investigate the usefulness of a real-time distraction detection algorithm called AttenD. The evaluation is based on data from an extended field study comprising seven drivers who drove on an average of 4351 +/- 2181 km in a naturalistic setting. Visual behavior was investigated both on a global scale and on a local scale in the surroundings of each warning. An increase in the percentage of glances at the rear-view mirror and a decrease in the amount of glances at the center console were found. The results also show that visual time sharing decreased in duration from 9.94 to 9.20 s due to the warnings, that the time from fully attentive to warning decreased from 3.20 to 3.03 s, and that the time from warning to full attentiveness decreased from 6.02 to 5.46 s. The limited number of participants does not allow any generalizable conclusions, but a trend toward improved visual behavior could be observed. This is a promising start for further improvements of the algorithm and the warning strategy.
引用
收藏
页码:965 / 973
页数:9
相关论文
共 64 条
  • [1] Afizan A., 2011, International Journal of Advanced Computer Science, V1, P92, DOI DOI 10.1109/ICACTE.2010
  • [2] Ahlstrom C., 2009, RESULTS FIELD STUDY
  • [3] Ahlstrom C., 2011, 729A VTI SWED NAT RO
  • [4] Processing of Eye/Head-Tracking Data in Large-Scale Naturalistic Driving Data Sets
    Ahlstrom, Christer
    Victor, Trent
    Wege, Claudia
    Steinmetz, Erik
    [J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2012, 13 (02) : 553 - 564
  • [5] Almen L., 2003, REDUCING EFFECTS DRI
  • [6] [Anonymous], 2009, DRIVER DISTRACTION T
  • [7] [Anonymous], 2010, IEEE CVF C COMP VIS
  • [8] [Anonymous], 2001, The role of driver Distraction in traffic crashes, DOI 10.1037/e363942004-001
  • [9] [Anonymous], 2003, UMTRI200313
  • [10] Anund A., 2011, 20116 VTI VIP SWED N