在汽车应用中测量驾驶员疲劳和注意力不集中的视觉线索的低成本系统

L. Bretzner, M. Krantz
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引用次数: 27

摘要

最近的研究表明,司机疲劳和注意力不集中是致命交通事故的主要原因。如果车辆配备了A)能够可靠地监测驾驶员注意力和警惕性线索的传感器,以及b)能够根据传感器输入及时警告驾驶员的系统,则可以避免大量此类事故。如今,基于摄像头的系统可以测量这种注意力线索,并在装有两个或更多摄像头的汽车舱内装置中进行了测试。基于摄像头的解决方案是非侵入式的,它们可以测量头部位置和方向,以及凝视方向和眼睑闭合,它们可以用来识别驾驶员的其他任务。然而,到目前为止,还没有一种基于摄像头的系统能够满足汽车制造商对紧凑性和成本的要求。在这里,我们介绍了Smart Eye AntiSleep背后的原理,这是一个专为汽车车内应用而设计的紧凑型单摄像头系统。AntiSleep测量3D头部位置,头部方向,凝视方向和眼睑闭合。AntiSleep使用一个摄像头和两个红外闪光灯。凭借其自身的照明,AntiSleep对所有自然照明条件都具有很强的鲁棒性,并且可以有效地处理眼镜中令人不安的反射。该系统是全自动的,在初始化过程中不需要人工干预。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Towards low-cost systems for measuring visual cues of driver fatigue and inattention in automotive applications
Recent studies show that driver fatigue and inattention are major causes of fatal road accidents. A large number of these accidents could be avoided if the vehicles were equipped with a) sensors that reliably could monitor the attention and alertness cues of the drivers, and b) systems that, based on the sensor input, could warn the drivers in time. Today, camera-based systems can measure such attention cues, and are tested in automotive in-cabin installations with two or more cameras. Camera-based solutions are non-intrusive, they can measure head position and orientation as well as gaze direction and eyelid closure, and they can be used to identify the driver for other tasks. However until now, no camera-based system has met the requirements from the car manufacturers on compactness and cost. Here we present the principles behind Smart Eye AntiSleep, which is a compact one-camera system specially designed for automotive in-cabin applications. AntiSleep measures 3D head position, head orientation, gaze direction and eyelid closures. AntiSleep uses one camera and two IR-flashes. With its own illumination, AntiSleep is highly robust to all natural illumination conditions and can efficiently handle disturbing reflexes in eyeglasses. The system is fully automatic and requires no manual intervention during initialisation.
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