TY - GEN
T1 - Single camera multiplexing for multi-target tracking
AU - Ben Abdelkader, Chiraz
AU - Burlina, Philippe
AU - Davis, Larry
PY - 1999
Y1 - 1999
N2 - This paper considers the problem of designing a real-time surveillance system, equipped with a single camera on a pan/tilt platform, to track multiple moving targets within the camera's field of regard. The objective is to maintain motion trajectory information of as many of these targets as possible, and for as long as possible. Because the camera can only capture a fraction of the field of regard at any one time, it may not be possible to track all targets of interest at once. The problem can hence be viewed as one of time-sharing a scarce resource (the camera) among multiple contending users (the targets). For this, we propose a system architecture that consists of two modules: one that handles the high-level time-allocation (target scheduling) issue within a queuing theory framework, and another that handles low-level localized detection and tracking of a target, based on principles of recursive filtering (estimation) and feedback control. Effective operation of the system relies on ability to accurately determine the two key parameters for each target: how much tracking time to allocate to it, and how often to re-schedule it.
AB - This paper considers the problem of designing a real-time surveillance system, equipped with a single camera on a pan/tilt platform, to track multiple moving targets within the camera's field of regard. The objective is to maintain motion trajectory information of as many of these targets as possible, and for as long as possible. Because the camera can only capture a fraction of the field of regard at any one time, it may not be possible to track all targets of interest at once. The problem can hence be viewed as one of time-sharing a scarce resource (the camera) among multiple contending users (the targets). For this, we propose a system architecture that consists of two modules: one that handles the high-level time-allocation (target scheduling) issue within a queuing theory framework, and another that handles low-level localized detection and tracking of a target, based on principles of recursive filtering (estimation) and feedback control. Effective operation of the system relies on ability to accurately determine the two key parameters for each target: how much tracking time to allocate to it, and how often to re-schedule it.
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U2 - 10.1109/ICIAP.1999.797756
DO - 10.1109/ICIAP.1999.797756
M3 - Conference contribution
AN - SCOPUS:84890364628
SN - 0769500404
SN - 9780769500409
T3 - Proceedings - International Conference on Image Analysis and Processing, ICIAP 1999
SP - 1140
EP - 1143
BT - Proceedings - International Conference on Image Analysis and Processing, ICIAP 1999
T2 - 10th International Conference on Image Analysis and Processing, ICIAP 1999
Y2 - 27 September 1999 through 29 September 1999
ER -