Title :
An Active Vision System for Multitarget Surveillance in Dynamic Environments
Author :
Bakhtari, Ardevan ; Benhabib, Beno
Author_Institution :
Promation Eng. Ltd, Mississauga, Ont.
Abstract :
This paper presents a novel agent-based method for the dynamic coordinated selection and positioning of active-vision cameras for the simultaneous surveillance of multiple objects-of-interest as they travel through a cluttered environment with a-priori unknown trajectories. The proposed system dynamically adjusts not only the orientation but also the position of the cameras in order to maximize the system´s performance by avoiding occlusions and acquiring images with preferred viewing angles. Sensor selection and positioning are accomplished through an agent-based approach. The proposed sensing-system reconfiguration strategy has been verified via simulations and implemented on an experimental prototype setup for automated facial recognition. Both simulations and experimental analyses have shown that the use of dynamic sensors along with an effective online dispatching strategy may tangibly improve the surveillance performance of a sensing system
Keywords :
active vision; data acquisition; face recognition; multi-agent systems; sensor fusion; surveillance; active vision system; agent-based method; dynamic coordinated selection; dynamic environment; facial recognition; multitarget surveillance; online dispatching strategy; sensing-system reconfiguration strategy; sensor positioning; sensor selection; Analytical models; Cameras; Dispatching; Face recognition; Machine vision; Performance analysis; Sensor systems; Surveillance; System performance; Virtual prototyping; Active vision; dispatching; facial recognition; sensor fusion; surveillance; Algorithms; Artificial Intelligence; Biometry; Face; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Pattern Recognition, Automated; Security Measures;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/TSMCB.2006.883423