DocumentCode :
414087
Title :
A vision system for detecting mobile robots in office environments
Author :
Tanaka, Kanji ; Yamano, Koji ; Kondo, Eiji ; Kimuro, Yoshihiko
Author_Institution :
Graduate Sch. of Eng., Kyushu Univ., Japan
Volume :
3
fYear :
2004
fDate :
26 April-1 May 2004
Firstpage :
2279
Abstract :
Our goal is to develop a new vision system for detecting mobile robots and their motion sequences in office environments. The vision system watches a sequence of images acquired by the vision sensor, as well as a sequence of robot´s command transmitted via a wireless network. To identify the robot, a sequence of motion is extracted for a moving object in the image sequence, and compared with the sequence of command. Simple features are used and extracted with various types of methods for detecting moving objects. This simplicity helps improve the robustness against unpredictable uncertainties inherent in the environments. In. order to improve recognition rate per frame, the vision system interacts with the robot, to learn features of the robot. A support vector machine (SVM) is used for this learning. In addition, the system is optimized reflecting characteristics of the robot and the environment.
Keywords :
computer vision; feature extraction; image motion analysis; image sequences; learning (artificial intelligence); mobile robots; object detection; support vector machines; feature extraction; image sequence; mobile robots detection; support vector machine; vision system; Image sensors; Machine vision; Mobile robots; Motion detection; Robot sensing systems; Robot vision systems; Sensor systems; Support vector machines; Watches; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
ISSN :
1050-4729
Print_ISBN :
0-7803-8232-3
Type :
conf
DOI :
10.1109/ROBOT.2004.1307401
Filename :
1307401
Link To Document :
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