Title :
A socio-economic approach to online vision graph generation and handover in distributed smart camera networks
Author :
Esterle, Lukas ; Lewis, Peter R. ; Bogdanski, Marcin ; Rinner, Bernhard ; Yao, Xin
Author_Institution :
Inst. of Networked & Embedded Syst., Klagenfurt Univ., Klagenfurt, Austria
Abstract :
In this paper we propose an approach based on self-interested autonomous cameras, which exchange responsibility for tracking objects in a market mechanism, in order to maximise their own utility. A novel ant-colony inspired mechanism is used to grow the vision graph during runtime, which may then be used to optimise communication between cameras. The key benefits of our completely decentralised approach are on the one hand generating the vision graph online which permits the addition and removal cameras to the network during runtime and on the other hand relying only on local information, increasing the robustness of the system. Since our market-based approach does not rely on a priori topology information, the need for any multi-camera calibration can be avoided.
Keywords :
calibration; cameras; mobility management (mobile radio); object tracking; optimisation; socio-economic effects; ant-colony inspired mechanism; distributed smart camera networks; handover; market mechanism; multicamera calibration; object tracking; online vision graph generation; socio-economic approach; Cameras; Mathematical model; Network topology; Robustness; Runtime; Smart cameras; Topology; Smart camera networks; ant algorithms; market-based control; multi-camera tracking; topology identification;
Conference_Titel :
Distributed Smart Cameras (ICDSC), 2011 Fifth ACM/IEEE International Conference on
Conference_Location :
Ghent
Print_ISBN :
978-1-4577-1708-6
Electronic_ISBN :
978-1-4577-1706-2
DOI :
10.1109/ICDSC.2011.6042902