基于关键点的激光扫描匹配——一种鲁棒方法

R. Ray, D. Banerji, S. Nandy, S. N. Shome
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引用次数: 1

摘要

本文旨在开发一种用于移动机器人导航的基于关键点的二维激光数据扫描匹配方法。该方法首先将特征点转换为网格点,然后以图像的形式表示。采用Harris角点检测方法提取关键点,最后采用RANSAC方法进行匹配。真实世界的实验已经进行了评估的效用和鲁棒性所提出的方法。并将扫描匹配技术与ICP法进行了比较。该方法可以鲁棒地用于计算复杂度适中的移动机器人导航。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Keypoints based laser scan matching — A robust approach
This paper aims at development of a robust keypoints based scan matching (KSM) methodology for 2D laser data applied to mobile robot navigation. In this method feature points are first transformed to grid points, and then represented in the form of image. Keypoints are extracted using Harris corner detection method and finally matching is done by RANSAC method. Real world experiments have been carried out to evaluate the utility and robustness of the proposed method. A comparison has been drawn with scan matching technique with ICP method. The proposed method might be used in a robust manner for mobile robot navigation with moderate computational complexity.
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