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Real-Time Vehicle Detection using a Single Rear Camera for a Blind Spot Warning System

机译:使用单个后置摄像头对盲点预警系统进行实时车辆检测

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摘要

This paper describes a vision-based vehicle detection system for a blind spot warning function. This detection system has been designed to provide ample performance as a driving safety support system, while streamlining the image processing algorithm so that it can be processed using the computational power of an existing ECU. The procedure used by the system to detect a vehicle in a blind spot is as follows. The system consists of four functional components: obstacle detection, velocity estimation, vertical edge detection, and final classification. In obstacle detection, a predicted image is generated under the assumption that the road surface is a perfectly flat plane, and then an object is detected based on a histogram that is created by comparing the predicted image and an actually observed image. The velocity of the object is estimated by tracking the histogram over time, assuming that both the object and the host vehicle are traveling in the same direction. Vertical edge detection is employed so as to avoid misdetection due to a vehicle shadow projected onto the road surface. In final classification, a vehicle is detected on the basis of these results. The effectiveness of the system was verified by conducting road tests on highways and narrow streets with two-way traffic.
机译:本文介绍了一种基于视觉的车辆检测系统,用于盲点警告功能。该检测系统旨在提供丰富的性能,作为驾驶安全支持系统,同时简化图像处理算法,以便可以使用现有ECU的计算能力对其进行处理。该系统用于检测盲点中的车辆的过程如下。该系统由四个功能组件组成:障碍物检测,速度估计,垂直边缘检测和最终分类。在障碍物检测中,在假定道路表面是完美平坦的平面的情况下生成预测图像,然后基于通过将预测图像与实际观察到的图像进行比较而创建的直方图来检测物体。假设对象和主车辆都在同一方向上行驶,则可通过跟踪随时间变化的直方图来估算对象的速度。采用垂直边缘检测以避免由于投影到路面上的车辆阴影而导致的误检测。在最终分类中,将根据这些结果检测车辆。该系统的有效性通过在高速公路和狭窄道路上进行双向通行的道路测试进行了验证。

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