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Real-Time System for Monitoring Driver Vigilance

机译:实时监控驾驶员警惕性的系统

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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.
机译:本文提出了一种非侵入式原型计算机视觉系统,用于实时监控驾驶员的警惕性。它基于用于使用主动红外照明器实时采集驾驶员图像的硬件系统,以及用于监视某些表征驾驶员警惕性的视觉行为的软件实现。计算六个参数:闭眼百分比(PERCLOS),闭眼持续时间,眨眼频率,点头频率,脸部位置和固定视线。使用模糊分类器组合这些参数,以推断驾驶员的疏忽程度。与使用单个参数相比,多个视觉参数的使用以及这些参数的融合产生了更健壮和准确的注意力不集中表征。该系统已经过测试,并记录了高速公路在夜间和白天驾驶条件下使用的不同序列以及不同的用户。给出了一些实验结果和有关系统性能的结论。

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