A Managerial Approach of Visual Features in Mobile Robot SLAM

被引:0
作者
Wang, Yuquan [1 ]
Zhang, Yongzhong [1 ]
机构
[1] North China Univ Technol, Coll Mech Elect & Engn, Beijing 100144, Peoples R China
来源
2011 9TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2011) | 2011年
关键词
Features management; Mobile robot; SLAM; SIFT;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A managerial approach of features for mobile robot Simultaneous Localization and Mapping with visual sensor is proposed in this paper. The regular pattern of features matching in image sequence which is obtained in the moving process of robot was researched. Based on the regular pattern, the features of good quality which could be matched continuously were reserved, and the bad features which could be matched only once were eliminated to reduce the number of features. So the computation complexity was reduced by the number reducing of features, meanwhile the efficiency of SLAM was increased. It is demonstrated by mobile robot SLAM experiments with omnidirectional vision sensor that the computation consuming time of mobile robot SLAM is reduced obviously with a good accuracy kept.
引用
收藏
页码:274 / 278
页数:5
相关论文
共 13 条
[1]  
[Anonymous], 1994, Scale-Space Theory in Computer Vision
[2]   An experimental comparison of min-cut/max-flow algorithms for energy minimization in vision [J].
Boykov, Y ;
Kolmogorov, V .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (09) :1124-1137
[3]  
BROWN M., 2002, BRIT MACHINE VISION, P656, DOI DOI 10.5244/C.16.23
[4]  
Davison A. J., 1998, Computer Vision - ECCV'98. 5th European Conference on Computer Vision. Proceedings, P809, DOI 10.1007/BFb0054781
[5]  
Doucet A., 2000, C UNCERTAINTY ARTIFI, P176
[6]  
Fleck S, 2005, IEEE INT CONF ROBOT, P1748
[7]   Real-time appearance-based Monte Carlo localization [J].
Linåker, F ;
Ishikawa, M .
ROBOTICS AND AUTONOMOUS SYSTEMS, 2006, 54 (03) :205-220
[8]   Distinctive image features from scale-invariant keypoints [J].
Lowe, DG .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) :91-110
[9]  
Montemerlo M, 2002, EIGHTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-02)/FOURTEENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE (IAAI-02), PROCEEDINGS, P593
[10]  
Murphy KP, 2000, ADV NEUR IN, V12, P1015