Bayes Network Based Collaborating Control Algorithm in Active Multicamera Network with Applications to Object Tracking

Author:

Zhao Rui12,Wei Zhihua13ORCID,Wu Yan13,Zhao Cairong13,Miao Duoqian13

Affiliation:

1. Department of Computer Science and Technology, Tongji University, Shanghai 201804, China

2. The Third Research Institute of the Ministry of Public Security, Shanghai 201204, China

3. Key Laboratory of Embedded System and Service Computing, Ministry of Education, Tongji University, Shanghai 201804, China

Abstract

Intelligent video surveillance network has many practical applications such as human tracking, vehicle tracking, and event detection. In this paper, an active multicamera network framework is designed for human detection and tracking by optimizing the cameras collaborating control. A multicamera collaborating control algorithm is proposed based on Bayes network to minimize the number of PTZ cameras with control and optimize the cameras' field of view. Hybrid human local feature transform selected by AdaBoost algorithm is adopted to improve the tracking precision. Experimental results on real world environment indicate the effectiveness and efficiency of proposed framework and algorithm.

Funder

National Natural Science Foundation of China

Publisher

Hindawi Limited

Subject

General Engineering,General Mathematics

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. An Adaptive Pan-Tilt Camera Control for Visual Target Tracking;2021 29th National Conference with International Participation (TELECOM);2021-10-28

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