Title :
Direct plane tracking in stereo images for mobile navigation
Author :
Corso, Jason ; Burschka, Darius ; Hager, Gregory
Author_Institution :
Comput. Interaction & Robotics Lab., Johns Hopkins Univ., Baltimore, MD, USA
Abstract :
We present a novel plane tracking algorithm based on the direct update of surface parameters from two stereo images. The plane tracking algorithm is posed as an optimization problem, and maintains an iteratively re-weighted least squares approximation of the plane´s orientation using direct pixel measurements. To facilitate autonomous operation, we include an algorithm for robust detection of significant planes in the environment. The algorithms have been implemented in a robot navigation system.
Keywords :
least squares approximations; mobile robots; optimisation; robot vision; stereo image processing; tracking; autonomous operation; direct pixel measurements; direct plane tracking; least squares approximation; mobile navigation; optimization problem; robot navigation system; robust detection; stereo images; Approximation algorithms; Cameras; Iterative algorithms; Laboratories; Least squares approximation; Navigation; Pixel; Robots; Robustness; Stereo vision;
Conference_Titel :
Robotics and Automation, 2003. Proceedings. ICRA '03. IEEE International Conference on
Print_ISBN :
0-7803-7736-2
DOI :
10.1109/ROBOT.2003.1241703