Real-time system for monitoring driver vigilance

被引:457
作者
Bergasa, LM [1 ]
Nuevo, J [1 ]
Sotelo, MA [1 ]
Barea, R [1 ]
Lopez, ME [1 ]
机构
[1] Univ Alcala de Henares, Dept Elect, Madrid 28805, Spain
关键词
driver vigilance; eyelid movement; face position; fuzzy classifier; percent eye closure (PERCLOS); visual fatigue behaviors;
D O I
10.1109/TITS.2006.869598
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
This paper presents a nonintrusive prototype computer vision system for monitoring a driver's vigilance in real time. It is based on a hardware system for the real-time acquisition of a driver's images using an active IR illuminator and the software implementation for monitoring some visual behaviors that characterize a driver's level of vigilance. Six parameters are calculated: Percent eye closure (PERCLOS), eye closure duration, blink frequency, nodding frequency, face position, and fixed gaze. These parameters are combined using a fuzzy classifier to infer the level of inattentiveness of the driver. The use of multiple visual parameters and the fusion of these parameters yield a more robust and accurate inattention characterization than by using a single parameter. The system has been tested with different sequences recorded in night and day driving conditions in a motorway and with different users. Some experimental results and conclusions about the performance of the system are presented.
引用
收藏
页码:63 / 77
页数:15
相关论文
共 35 条
  • [1] Agilent Technologies Inc, 1999, 1118 AG TECHN INC
  • [2] Alonso JM, 2004, IEEE INT CONF FUZZY, P989
  • [3] ALONSO JM, 2005, P C EUR SOC FUZZ LOG, P1045
  • [4] [Anonymous], VTI922A SWED NAT ROA
  • [5] [Anonymous], ALGORITHMES APPRENTI
  • [6] [Anonymous], P INT C SER VIS VEH
  • [7] *AW CONS, 2001, 200028062 IST AW CON
  • [8] BERGASA L, 2003, P 21 IASTED INT MULT, P231
  • [9] Bergasa LM, 2004, 2004 IEEE INTELLIGENT VEHICLES SYMPOSIUM, P78
  • [10] BOVERIE S, 1998, P INT C EXP ITS ADV, P1