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Real-time vehicle following through a novel symmetry-based approach

机译:通过基于对称的新颖方法跟踪实时车辆

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This paper describes a novel approach to real-time vehicle following. A scheme, called "symmetry axis detection and filtering based on symmetry constraints", is proposed and has been implemented. This scheme incorporates many elements of our research efforts in sensor-based control of mobile robots and manipulators. The proposed algorithm detects and tracks the rear portion of the exterior of a leading vehicle via a camera mounted on a vehicle that belongs to a platoon. Our scheme uses the symmetry property of the shape of most vehicles. In particular, our technique takes advantage of the stable contour symmetry instead of the intensity symmetry. An algorithm that employs a voting technique is proposed in order to detect the vertical symmetry axis of the leading vehicle. A filtering method based on symmetry constraints is performed to eliminate the pixels which do not contribute to the leading vehicle's contour. As a result of the filtering, a distinct symmetric contour is obtained. Robustness and real-time performance of the symmetry-based scheme are greatly enhanced by using an adaptive processing window, the local symmetry properties, and a filtering procedure.
机译:本文介绍了一种实时跟踪车辆的新方法。提出并实现了一种称为“基于对称约束的对称轴检测和滤波”的方案。该方案结合了我们在移动机器人和操纵器的基于传感器的控制中研究工作的许多要素。所提出的算法通过安装在属于排的车辆上的摄像机来检测并跟踪领先车辆外部的后部。我们的方案利用了大多数车辆形状的对称性。特别地,我们的技术利用了稳定的轮廓对称性而不是强度对称性。为了检测前车的垂直对称轴,提出了一种采用表决技术的算法。执行基于对称约束的滤波方法,以消除对前车轮廓没有帮助的像素。过滤的结果是获得了明显的对称轮廓。通过使用自适应处理窗口,局部对称属性和滤波过程,可以大大提高基于对称方案的鲁棒性和实时性能。

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