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DESIGN OF HIGHLY RELIABLE INFRASTRUCTURAL TRAFFIC MONITORING USING LASER AND VISION SENSORS

机译:利用激光和视觉传感器设计高度可靠的基础设施交通监控

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摘要

This paper presents a novel design ofinfrastructure traffic monitoring that performs vehicle counts, speed estimation, and vehicles classification by deploying three different approaches using two types of sensor, infrared (IR) cameras and laser range finders (LRFs). The first approach identifies passing vehicles by using LRFs and measuring the time-of-flight to the ground, which changes when vehicles pass. In the second approach, LRFs are used only to project a dotted line onto ground, and an IR camera identifies passing vehicles by recognizing the change of location of these laser dots in its images. The third approach utilizes an IR camera only and recognizes passing vehicles in each frame using background subtraction and edge detection algorithms. The design achieves high reliability because each approach has different strengths. A prototype system has been built and the field tests at a public road show promising results by achieving high reliability by having 95% accuracy in traffic counting and speed estimation.
机译:本文介绍了一种新颖的基础设施交通监控设计,该设计通过使用两种类型的传感器,红外(IR)摄像机和激光测距仪(LRF)部署三种不同的方法来执行车辆计数,速度估算和车辆分类。第一种方法是通过使用LRF并测量到达地面的飞行时间来识别经过的车辆,该飞行时间会在车辆通过时发生变化。在第二种方法中,LRF仅用于将虚线投射到地面上,并且IR摄像机通过识别这些激光点在其图像中的位置变化来识别经过的车辆。第三种方法仅使用红外摄像机,并使用背景减法和边缘检测算法识别每帧中经过的车辆。该设计实现了高可靠性,因为每种方法都有不同的优势。已经建立了原型系统,并且在公共道路上的现场测试通过在交通计数和速度估算方面具有95%的准确性而实现了高可靠性,从而显示出可喜的结果。

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