DocumentCode
3367707
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
fYear
2009
fDate
9-12 Aug. 2009
Firstpage
3601
Lastpage
3606
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;
fLanguage
English
Publisher
ieee
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
Type
conf
DOI
10.1109/ICMA.2009.5246423
Filename
5246423
Link To Document