DocumentCode
1119162
Title
A Mathematical Model for Computer Image Tracking
Author
Legters, George R., Jr. ; Young, Tzay Y.
Author_Institution
Department of Electrical Engineering, University of Miami, Coral Gables, FL 33124; Institute for Acoustical Research, Miami, FL 33130.
Issue
6
fYear
1982
Firstpage
583
Lastpage
594
Abstract
A mathematical model using an operator formulation for a moving object in a sequence of images is presented. Time-varying translation and rotation operators are derived to describe the motion. A variational estimation algorithm is developed to track the dynamic parameters of the operators. The occlusion problem is alleviated by using a predictive Kalman filter to keep the tracking on course during severe occlusion. The tracking algorithm (variational estimation in conjunction with Kalman filter) is implemented to track moving objects with occasional occlusion in computer-simulated binary images.
Keywords
Equations; Image analysis; Image segmentation; Iterative algorithms; Layout; Mathematical model; Motion analysis; Pattern analysis; Shape; Taylor series; Image processing; image tracking; mathematical model; motion analysis; time-varying imagery; variational estimation;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/TPAMI.1982.4767311
Filename
4767311
Link To Document