Title :
A Model and Tracking Algorithm for a Class of Video Targets
Author :
Schalkoff, Robert J. ; McVey, Eugene S.
Author_Institution :
MEMBER, IEEE, Department of Electrical Engineering, School of Engineering and Applied Science, University of Virginia, Charlottesvile, VA 22901; Department of Electrical Engineering, Worcester Polytechnic Institute, Worcester, MA 01609.
Abstract :
Algorithms are developed for a real-time, automatic system capable of tracking two-dimensional (2-D) targets in complex scenes. A mathematical model of 2-D image spatial and temporal evolution applicable to certain classes of targets and target perturbations is developed. It is shown that for small target perturbations the 2-D tracking problem may be approximated as a 1-D time-varying parameter estimation problem. A CCD-implementable solution is developed which is particularly useful when considering target rotation and dilation and target/background separation. Results of system simulation and suggestions for future research are presented.
Keywords :
Cameras; Computational modeling; Control systems; Discrete transforms; Layout; Mathematical model; Parameter estimation; Real time systems; Target tracking; Two dimensional displays; Affine transform; dilation; motion analysis; rotation; scene spatial and temporal evolution; translation; video tracking algorithms; viedo target models;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.1982.4767188