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公路交通事件自动检测算法研究

The Research of Algorithm on Road Traffic Events Automatic Detection

【作者】 胡春丽

【导师】 杨扬;

【作者基本信息】 西南交通大学 , 交通信息工程及控制, 2013, 硕士

【摘要】 为了及时检测出道路上发生的各类交通事件,降低由于交通事件所带来的人员伤亡和财产损失,避免类似事件的再次发生,为各职能部门执法提供科学依据,所以,建立交通事件检测系统是非常必要的。而交通事件检测算法又是交通事件检测系统的核心部分,它的发展至关重要。本文先介绍了国内外交通事件自动检测算法的研究现状,然后对经典事件检测算法进行了概述,并通过算法评价指标对其进行了性能评价。在此基础上,综合考虑了我国及四川省公路的现状,提出了一种适于我国公路的基于图像检测的交通事件检测算法。该算法设计思想是以图像预处理为基础,以运动车辆的检测和跟踪算法为重点。运动目标的检测方面,提出了一种新的思路,即把对称差分法和背景差分法结合起来共同检测场景内的运动目标。运动车辆跟踪方面,是将卡尔曼滤波和模板匹配法结合在一起实现目标的跟踪。本论文的另一个研究方面是智能检测系统软件的设计,通过对监控图像的分析处理,实现多车辆轨迹跟踪、车辆禁行、禁停区域违规,车辆逆行违规等多种用户可以自主设定的功能。实验方面,本文对图像预处理的四个方面进行了Matlab仿真,对提出的新的检测和跟踪算法列出了实验结果,并对结果作出了分析说明。本文中涉及到的研究思路可以说是交通事件自动检测方法的一种探索,对今后的交通事件自动检测具有一定的参考意义。

【Abstract】 In order to detect and deal with all kinds of traffic events on roads so as to decrease the death rate and the loss of wealth, to prevent similar incidents to happen again. Therefore, establishing the Traffic Events Detection System(TEDS) is very necessary. As the core of the TEDS, algorithm of traffic events detection is worth studying.This thesis first introduces the current research situation of algorithms for automatic detection of traffic events at home and abroad, and then summarizes the classic events detection algorithm, and through the algorithm evaluation index to evaluate classic events detection algorithm. On this basis, considering the status of highway in China and Sichuan Province, I proposes a suitable algorithm based on image for China’s national highway traffic events detection. The algorithm based on Image Pre-processing, focusing on the detection and tracking algorithm of the moving vehicle. Moving target detection, this paper proposes a new train of thought, namely combine symmetric difference method and background subtraction method detecting moving objects within the scene together. Motor vehicle tracking, kalman filter and template matching method is combined to realize target tracking Another major aspect of this paper is intelligent detection system. By monitoring the image analysis and processing to achieve the traffic violations forbidden line region,the vehicle retrograde violations and so on. Users can set their own functionFinally, on the basis of the objectives of the system, the paper uses Matlab technology to emulate. The research ideas and the algorithm proposed in this paper is a method exploration of traffic automatic incident detection algorithm and may provide certain theoretical reference.

  • 【分类号】U495;TP391.41
  • 【被引频次】1
  • 【下载频次】127
  • 攻读期成果
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