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A Novel Line Space Voting Method for Vanishing-Point Detection of General Road Images

机译:一种用于一般道路图像消失点检测的线空间投票方法

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摘要

Vanishing-point detection is an important component for the visual navigation system of an autonomous mobile robot. In this paper, we present a novel line space voting method for fast vanishing-point detection. First, the line segments are detected from the road image by the line segment detector (LSD) method according to the pixel’s gradient and texture orientation computed by the Sobel operator. Then, the vanishing-point of the road is voted on by considering the points of the lines and their neighborhood spaces with weighting methods. Our algorithm is simple, fast, and easy to implement with high accuracy. It has been experimentally tested with over hundreds of structured and unstructured road images. The experimental results indicate that the proposed method is effective and can meet the real-time requirements of navigation for autonomous mobile robots and unmanned ground vehicles.
机译:消失点检测是自主移动机器人的视觉导航系统的重要组成部分。在本文中,我们提出了一种用于快速消失点检测的新颖行空间投票方法。首先,根据Sobel运算符计算出的像素梯度和纹理方向,使用线段检测器(LSD)方法从道路图像中检测出线段。然后,通过加权方法考虑线的点及其邻域空间,对道路的消失点进行投票。我们的算法简单,快速且易于实现,且精度很高。它已通过数百种结构化和非结构化道路图像进行了实验测试。实验结果表明,该方法是有效的,能够满足自主移动机器人和无人地面车辆导航的实时性要求。

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