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DriveSafe: An app for alerting inattentive drivers and scoring driving behaviors

机译:DriveSafe:用于警告驾驶员注意力不集中和评分驾驶行为的应用程序

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This paper presents DriveSafe, a new driver safety app for iPhones that detects inattentive driving behaviors and gives corresponding feedback to drivers, scoring their driving and alerting them in case their behaviors are unsafe. It uses computer vision and pattern recognition techniques on the iPhone to assess whether the driver is drowsy or distracted using the rear-camera, the microphone, the inertial sensors and the GPS. We present the general architecture of DriveSafe and evaluate its performance using data from 12 drivers in two different studies. The first one evaluates the detection of some inattentive driving behaviors obtaining an overall precision of 82% at 92% of recall. The second one compares the scores between DriveSafe vs the commercial AXA Drive app obtaining a better valuation to its operation. DriveSafe is the first app for smartphones based on inbuilt sensors able to detect inattentive behaviors evaluating the quality of the driving at the same time. It represents a new disruptive technology because, on the one hand, it provides similar ADAS features that found in luxury cars, and on the other hand, it presents a viable alternative for the “blackboxes” installed in vehicles by the insurance companies.
机译:本文介绍了DriveSafe,这是一款适用于iPhone的新型驾驶员安全应用程序,可以检测到驾驶员的注意力不集中的驾驶行为,并向驾驶员提供相应的反馈,对驾驶员进行评分,并在驾驶员的行为不安全时提醒他们。它使用iPhone上的计算机视觉和模式识别技术,通过后置摄像头,麦克风,惯性传感器和GPS来评估驾驶员是否困倦或分心。我们介绍了DriveSafe的一般体系结构,并使用两项不同研究中来自12个驱动程序的数据评估其性能。第一个方法评估了对一些注意力不集中的驾驶行为的检测,从而在召回率达到92%时获得了82%的总体精度。第二个比较了DriveSafe与商业AXA Drive应用程序之间的得分,从而对其操作进行了更好的评估。 DriveSafe是首款基于内置传感器的智能手机应用程序,该传感器能够检测不注意的行为,同时评估驾驶质量。它代表了一种新的颠覆性技术,因为,一方面,它提供了与豪华轿车相似的ADAS功能;另一方面,它为保险公司安装在车辆中的“黑匣子”提供了可行的替代方案。

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