标题:A vision-based mobile robot localization method
作者:Chi, Wenzheng ;Zhang, Wei ;Gu, Jason ;Ren, Hongliang
通讯作者:Zhang, W
作者机构:[Chi, Wenzheng ;Zhang, Wei ;Gu, Jason ] School of Control Science and Engineering, Shandong University, Jinan, China;[Ren, Hongliang ] Department of B 更多
会议名称:2013 IEEE International Conference on Robotics and Biomimetics, ROBIO 2013
会议日期:12 December 2013 through 14 December 2013
来源:2013 IEEE International Conference on Robotics and Biomimetics, ROBIO 2013
出版年:2013
页码:2703-2708
DOI:10.1109/ROBIO.2013.6739882
摘要:A vision-based method is proposed in this paper for mobile robot localization. The proposed method mainly consists of two parts: mapping and localization. First, to build the map, robot moves randomly in the target enviroment and captures images using its camera. The SURF descriptor is used to extract the features of each image. Then map can be built with the SURF features and their positions. For the localization phase, a new image is obtained at each unknown position when the robot walks in the enviroment. SURF and FLANN are utilized to match the features of the new image with those in the map to infer the position of the robot. Besides, an improved RANSAC method is employed to reduce the outlier matches. Experimental results show that the proposed localization method performed well in both static and dynamic localization tasks. © 2013 IEEE.
收录类别:EI;SCOPUS
Scopus被引频次:1
资源类型:会议论文;期刊论文
原文链接:https://www.scopus.com/inward/record.uri?eid=2-s2.0-84898787870&doi=10.1109%2fROBIO.2013.6739882&partnerID=40&md5=f3c6cf397be8621f69ffbba4edec77db
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