Title :
3D scenes registration using a 2D Laser Range Finder
Author :
Chen, N.J. ; Chen, J.S.
Author_Institution :
Dept. of Power Mech. Eng., Nat. Tsing-Hua Univ., Hsinchu, Taiwan
Abstract :
Instead of using an expensive 3D Laser scanner, a 3D volumetric representation of environments for the Simultaneous Localization and Mapping (SLAM) with a 2D Laser Range Finder, augmented with an additional self-integrated servomechanism was devised. Since the computing time of Iterative Closest Points (ICP) algorithm mainly depends on the numbers of cloud points, we proposed an effective edge feature extraction method to extract the edge points and reduce the redundant points in a 3D scene. Experiment results have shown its efficiency.
Keywords :
SLAM (robots); edge detection; feature extraction; image registration; image representation; iterative methods; laser ranging; mobile robots; natural scenes; servomechanisms; 2D laser range finder; 3D scene registration; 3D volumetric representation; edge feature extraction method; iterative closest point algorithm; self-integrated servomechanism; simultaneous localization and mapping; Feature extraction; Iterative closest point algorithm; Lasers; Mobile robots; Simultaneous localization and mapping; Three dimensional displays; 3D Scenes Registration; Feature Edge Extraction; ICP; SLAM;
Conference_Titel :
Automation and Logistics (ICAL), 2010 IEEE International Conference on
Conference_Location :
Hong Kong and Macau
Print_ISBN :
978-1-4244-8375-4
Electronic_ISBN :
978-1-4244-8374-7
DOI :
10.1109/ICAL.2010.5585328