Real-time system for monitoring driver vigilance

被引:465
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
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