Title :
Real-time system for monitoring driver vigilance
Author :
Bergasa, Luis M. ; Nuevo, Jesus ; Sotelo, Miguel A. ; Barea, Rafael ; Lopez, Maria Elena
Author_Institution :
Dept. of Electron., Univ. of Alcala, Madrid
fDate :
3/1/2006 12:00:00 AM
Abstract :
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
Keywords :
computer vision; condition monitoring; image classification; real-time systems; road traffic; traffic information systems; IR illuminator; blink frequency; driver vigilance monitoring; eye closure duration; face position; fixed gaze; fuzzy classification; image acquisition; motorway; nodding frequency; nonintrusive prototype computer vision; percent eye closure; real time system; Computerized monitoring; Fatigue; Frequency; Pulse measurements; Real time systems; Road accidents; Statistics; US Department of Transportation; Vehicle crash testing; Vehicle driving; Driver vigilance; eyelid movement; face position; fuzzy classifier; percent eye closure (PERCLOS); visual fatigue behaviors;
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
DOI :
10.1109/TITS.2006.869598