Title :
Modeling obstacles and free spaces for a mobile robot using stereo vision with uncertainty
Author :
Miura, Jun ; Shirai, Yoshiaki
Author_Institution :
Dept. of Mech. Eng. for Comput.-Controlled Machinery, Osaka Univ., Japan
Abstract :
This paper describes a new method of modeling an environment in terms of obstacles and free spaces from a set of 3D segments obtained by stereo vision. Since live stereo vision provides only the position of segments, it is necessary to determine whether a region formed by the segments is an obstacle or a free space. The ambiguities and the uncertainties in the obtained data must be considered in modeling. The final output of the proposed method is a set of possible situations of the environment and their probabilities; each situation consists of the description of obstacles and critical regions between the obstacles. Experimental results for a real scene are described
Keywords :
computer vision; image segmentation; image sequences; mobile robots; navigation; path planning; stereo image processing; uncertainty handling; 3D segments; critical regions; free space modelling; mobile robot; navigation; obstacle modelling; path planning; probability; stereo vision; uncertainty; Computer vision; Image segmentation; Layout; Machine vision; Machinery; Mobile robots; Orbital robotics; Robot sensing systems; Stereo vision; Uncertainty;
Conference_Titel :
Robotics and Automation, 1994. Proceedings., 1994 IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
0-8186-5330-2
DOI :
10.1109/ROBOT.1994.351052