Title :
Relocation using laser and vision
Author :
Ortín, D. ; Neira, J. ; Montiel, J.M.M.
Author_Institution :
Dept. of Comput. Sci., Zaragoza Univ., Spain
fDate :
April 26-May 1, 2004
Abstract :
We present a method for solving the first location problem using 2D laser and vision. Our observation is a two-dimensional laser scan together with its corresponding image. The observation is segmented into textured vertical planes; each vertical plane contains geometrical information about its location given by the laser scan, plus the gray level image obtained by the camera. The rich plane texture allows a safe plane recognition. Once two planes are recognized as correspondent, the computer vision geometry allows to compute the relative camera motion. The proposed algorithm outperforms both laser-only and vision-only algorithms. This is shown in the experimental results where a map composed of 8 observations of a 20×3 meter corridor is used to successfully locate the robot (without any other prior) in 163 out of 192 initial test robot locations.
Keywords :
cameras; computational geometry; image segmentation; image texture; mobile robots; robot vision; 2D laser; 2D vision; camera; computer vision geometry; gray level image; laser only algorithm; plane recognition; plane texture; robot location; two dimensional laser scan; vision only algorithm; Cameras; Computational geometry; Computer science; Computer vision; Geometrical optics; Image segmentation; Laser theory; Photometry; Simultaneous localization and mapping; Vehicles;
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8232-3
DOI :
10.1109/ROBOT.2004.1308037