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Online multicamera tracking with a switching state-space model
Zajdel, W.   Cemgil, A.T.   Krose, B.J.A.  
Intelligent Autonomous Syst., Amsterdam Univ., Netherlands;

This paper appears in: Pattern Recognition, 2004. ICPR 2004. Proceedings of the 17th International Conference on
Publication Date: 23-26 Aug. 2004
Volume: 4,  On page(s): 339- 343 Vol.4
ISSN: 1051-4651
ISBN: 0-7695-2128-2
INSPEC Accession Number: 8253858
Digital Object Identifier: 10.1109/ICPR.2004.1333772
Current Version Published: 2004-09-20

Abstract
The paper presents a novel method for online tracking of multiple objects with non-overlapping cameras. The method is based on a generative model defining probabilistic dependencies between observations, the underlying color properties of objects and their dynamics. It allows for a full Bayesian inference of trajectories. We developed an online algorithm for efficient, approximate inference and we demonstrate it to be accurate in an office environment.

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