Title :
Scale space and free space topology analysis for omnidirectional images
Author :
Marie, Rodolphe ; Labbani-Igbida, O. ; Mouaddib, El Mustapha
Author_Institution :
Modelisation, Inf. & Syst. Lab., Univ. of Picardie Jules Verne, Amiens, France
fDate :
May 31 2014-June 7 2014
Abstract :
This work is part of a global framework that aims to build a complete set of algorithms for autonomous robot exploration, navigation and map building using a sole omnidirectional camera. It focuses on topology extraction of navigable free spaces to yield autonomous robot exploration. The paper proposes a new algorithm, the Omnidirectional Delta Medial Axis (ODMA), with linear-time implementation to extract robust topology of the robot´s local free space. It first introduces an adapted metric to cope with the deformations involved by the catadioptric sensor, and that is conformal with the ground 2D-metric. Then, it produces a pruned skeleton of the free space, inspired by the delta medial axis. Experimental results validate the approach for both skeleton precision and stability with respect to the robot position and free space topology.
Keywords :
cameras; mobile robots; navigation; position control; robot vision; robust control; ODMA; autonomous robot exploration; catadioptric sensor; free space topology analysis; global framework; linear-time implementation; map building; navigable free spaces; navigation; omnidirectional delta medial axis; omnidirectional images; robot local free space; robot position; robust topology; scale space topology analysis; skeleton precision; sole omnidirectional camera; stability; topology extraction; Measurement; Navigation; Robot sensing systems; Skeleton; Topology; Transforms; Local topology extraction; Omnidirectional vision; robot safe navigation;
Conference_Titel :
Robotics and Automation (ICRA), 2014 IEEE International Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/ICRA.2014.6907508