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A novel algorithm is proposed to perform object tracking with multiple cameras in the Bayesian Inference framework. The key contribution is the exploitation of Bayesian network to fuse spatial-temporal position and object template feature in multiple cameras. Firstly, Bayesian network is used to model the multiple static cameras' tracking system. Then, the high-dimensional joint posterior is propagated...