Title :
Single camera multiplexing for multi-target tracking
Author :
BenAbdelkader, Chiraz ; Burlina, Philippe ; Davis, Larry
Author_Institution :
Comput. Vision Lab., Maryland Univ., College Park, MD, USA
Abstract :
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
Keywords :
computer vision; feedback; filtering theory; motion estimation; multiplexing; object detection; queueing theory; real-time systems; recursive estimation; recursive filters; surveillance; target tracking; tracking filters; feedback control; high-level time allocation; low-level localized detection; motion trajectory information; multiple moving target tracking; pan/tilt platform; queuing theory; real-time surveillance; recursive estimation; recursive filtering; single-camera multiplexing; system architecture; target parameters; time sharing; Cameras; Feedback control; Filtering theory; Queueing analysis; Real time systems; Recursive estimation; Surveillance; Target tracking; Time sharing computer systems; Trajectory;
Conference_Titel :
Image Analysis and Processing, 1999. Proceedings. International Conference on
Conference_Location :
Venice
Print_ISBN :
0-7695-0040-4
DOI :
10.1109/ICIAP.1999.797756