DocumentCode
2863845
Title
Real-time cooperative multi-target tracking by dense communication among active vision agents
Author
Ukita, Norimichi
Author_Institution
Graduate Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Japan
fYear
2005
fDate
19-22 Sept. 2005
Firstpage
664
Lastpage
671
Abstract
We have proposed a real-time multi-target tracking system by cooperative behaviors of active vision agents (AVAs), where an AVA is a logical model of a network-connected computer with an active camera. All AVAs change their roles adaptively by negotiating with each other. The previous system, however, was unable to simultaneously track target objects that are greater in number than the AVAs. In this paper, we realize the increase in number of simultaneously trackable objects by improving cooperative tracking protocols so that AVAs exchange a large amount of information with each other without increasing network traffic. This system enables the increase of trackable objects by (1) an AVA that provides information of observed objects for several agencies (i.e., a group of AVAs that track the same target) and (2) a vacant-agency that receives information of its target from AVAs tracking other objects. Experimental results demonstrate that our system can track multiple targets (greater in number than the cameras) simultaneously and robustly in real time.
Keywords
active vision; multi-agent systems; object detection; target tracking; active camera; active vision agents; cooperative tracking protocols; network-connected computer; real-time cooperative multi-target tracking; trackable object information; vacant-agency; Cameras; Computer networks; Computer vision; Information science; Protocols; Real time systems; Robustness; Stability; Target tracking; Telecommunication traffic;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Agent Technology, IEEE/WIC/ACM International Conference on
Print_ISBN
0-7695-2416-8
Type
conf
DOI
10.1109/IAT.2005.122
Filename
1565620
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