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Monovision-based vehicle detection, distance and relative speed measurement in urban traffic

机译:基于Monovision的城市交通车辆检测,距离和相对速度测量

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This study presents a monovision-based system for on-road vehicle detection and computation of distance and relative speed in urban traffic. Many works have dealt with monovision vehicle detection, but only a few of them provide the distance to the vehicle which is essential for the control of an intelligent transportation system. The system proposed integrates a single camera reducing the monetary cost of stereovision and RADAR-based technologies. The algorithm is divided in three major stages. For vehicle detection, the authors use a combination of two features: the shadow underneath the vehicle and horizontal edges. They propose a new method for shadow thresholding based on the grey-scale histogram assessment of a region of interest on the road. In the second and third stages, the vehicle hypothesis verification and the distance are obtained by means of its number plate whose dimensions and shape are standardised in each country. The analysis of consecutive frames is employed to calculate the relative speed of the vehicle detected. Experimental results showed excellent performance in both vehicle and number plate detections and in the distance measurement, in terms of accuracy and robustness in complex traffic scenarios and under different lighting conditions.
机译:这项研究提出了一种基于monovision的系统,用于道路车辆检测以及城市交通中距离和相对速度的计算。许多工作涉及monovision车辆检测,但只有少数工作提供了到车辆的距离,这对于控制智能交通系统至关重要。建议的系统集成了单个摄像机,从而降低了立体视觉和基于RADAR的技术的成本。该算法分为三个主要阶段。对于车辆检测,作者使用了两个功能的组合:车辆下方的阴影和水平边缘。他们提出了一种基于阴影直方图评估道路上感兴趣区域的阴影阈值的新方法。在第二阶段和第三阶段,车辆假说验证和距离通过其车牌获得,车牌的尺寸和形状在每个国家/地区都已标准化。连续帧的分析用于计算检测到的车辆的相对速度。实验结果表明,在复杂交通情况下以及在不同照明条件下,其准确性和鲁棒性在车辆和车牌检测以及距离测量方面均表现出色。

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