Title :
A managerial approach of visual features in mobile robot SLAM
Author :
Wang, Yuquan ; Zhang, Yongzhong
Author_Institution :
Coll. of Mech. Electron. & Eng., North China Univ. of Technol., Beijing, China
Abstract :
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 omni-directional vision sensor that the computation consuming time of mobile robot SLAM is reduced obviously with a good accuracy kept.
Keywords :
SLAM (robots); computational complexity; feature extraction; image matching; image sequences; mobile robots; robot vision; computation complexity; features matching; image sequence; mobile robot SLAM; omnidirectional vision sensor; simultaneous localization and mapping; visual sensor; Feature extraction; Image sequences; Mobile robots; Simultaneous localization and mapping; Visualization; Features management; Mobile robot; SIFT; SLAM;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2011 9th World Congress on
Conference_Location :
Taipei
Print_ISBN :
978-1-61284-698-9
DOI :
10.1109/WCICA.2011.5970742