论文标题

老年人的车辆警报监视

In-vehicle alertness monitoring for older adults

论文作者

Yao, Heng, Motamedi, Sanaz, Giang, Wayne C. W., Kondyli, Alexandra, Jain, Eakta

论文摘要

在驾驶的背景下进行警觉性监测可改善安全性并挽救生命。基于计算机的机敏监控是一个活跃的研究领域。但是,存在警觉性监控的算法和数据集主要针对年轻人(18-50岁)。我们提出了一个针对老年人进行车辆警报监控的系统。通过一项设计研究,我们确定了适用于在5级车辆中独立旅行的老年人的变量和参数。我们实施了一个原型旅行者监测系统,并评估了十个老年人(70岁及以上)的警报检测算法。我们以适合初学者或从业者的详细级别报告系统设计和实施。我们的研究表明,数据集的开发是开发针对老年人的警觉性监测系统的首要挑战。这项研究是迄今为止研究不足的人群中的第一个研究,对通过参与方法的未来算法开发和系统设计具有影响。

Alertness monitoring in the context of driving improves safety and saves lives. Computer vision based alertness monitoring is an active area of research. However, the algorithms and datasets that exist for alertness monitoring are primarily aimed at younger adults (18-50 years old). We present a system for in-vehicle alertness monitoring for older adults. Through a design study, we ascertained the variables and parameters that are suitable for older adults traveling independently in Level 5 vehicles. We implemented a prototype traveler monitoring system and evaluated the alertness detection algorithm on ten older adults (70 years and older). We report on the system design and implementation at a level of detail that is suitable for the beginning researcher or practitioner. Our study suggests that dataset development is the foremost challenge for developing alertness monitoring systems targeted at older adults. This study is the first of its kind for a hitherto under-studied population and has implications for future work on algorithm development and system design through participatory methods.

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