Title :
Entropy-based visual homing
Author :
Kim, Piljae ; Szenher, Matthew D. ; Webb, Barbara
Author_Institution :
Dept. of Mech. & Control Eng., Tokyo Inst. of Technol., Tokyo, Japan
Abstract :
Visual homing allows a robot to navigate towards a previously visited goal relying on visual input. In this study, the robot homes by optimising the difference surface produced from the mutual image information between a snapshot image taken at the goal and the current image. This study proposes a new homing method with automatic gain tuning inspired by entropy distance. We also present experimental results using omni-directional image sets, which demonstrate not only the feasibility of the proposed idea for visual homing but also adaptive and robust homing performance for both static and dynamic environments.
Keywords :
entropy; image recognition; path planning; robot vision; adaptive homing performance; automatic gain tuning; entropy based visual homing; entropy distance; homing method; image information; omnidirectional image set; robust homing performance; snapshot image; Control engineering; Entropy; Image databases; Informatics; Mechatronics; Mutual information; Navigation; Robotics and automation; Robots; Robustness; automatic gain tuning; difference surface; entropy distance; mutual information; visual homing;
Conference_Titel :
Mechatronics and Automation, 2009. ICMA 2009. International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-4244-2692-8
Electronic_ISBN :
978-1-4244-2693-5
DOI :
10.1109/ICMA.2009.5246423