Sector Based Multiple Camera Collaboration for Active Tracking Applications


Sangjin Hong, Kyungrog Kim, Nammee Moon, Journal of Information Processing Systems
Vol. 13, No. 5, pp. 1299-1319, Oct. 2017
10.3745/JIPS.02.0074
Keywords: Active Tracking, Master-Slave, Object Dynamics, Sector-Based Representation
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Abstract

This paper presents a scalable multiple camera collaboration strategy for active tracking applications in large areas. The proposed approach is based on distributed mechanism but emulates the master-slave mechanism. The master and slave cameras are not designated but adaptively determined depending on the object dynamic and density distribution. Moreover, the number of cameras emulating the master is not fixed. The collaboration among the cameras utilizes global and local sectors in which the visual correspondences among different cameras are determined. The proposed method combines the local information to construct the global information for emulating the master-slave operations. Based on the global information, the load balancing of active tracking operations is performed to maximize active tracking coverage of the highly dynamic objects. The dynamics of all objects visible in the local camera views are estimated for effective coverage scheduling of the cameras. The active tracking synchronization timing information is chosen to maximize the overall monitoring time for general surveillance operations while minimizing the active tracking miss. The real-time simulation result demonstrates the effectiveness of the proposed method


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Cite this article
[APA Style]
Sangjin Hong, Kyungrog Kim, & Nammee Moon (2017). Sector Based Multiple Camera Collaboration for Active Tracking Applications . Journal of Information Processing Systems, 13(5), 1299-1319. DOI: 10.3745/JIPS.02.0074.

[IEEE Style]
S. Hong, K. Kim and N. Moon, "Sector Based Multiple Camera Collaboration for Active Tracking Applications ," Journal of Information Processing Systems, vol. 13, no. 5, pp. 1299-1319, 2017. DOI: 10.3745/JIPS.02.0074.

[ACM Style]
Sangjin Hong, Kyungrog Kim, and Nammee Moon. 2017. Sector Based Multiple Camera Collaboration for Active Tracking Applications . Journal of Information Processing Systems, 13, 5, (2017), 1299-1319. DOI: 10.3745/JIPS.02.0074.