DocumentCode
326763
Title
Image based maneuvering target tracking
Author
Laneuville, D. ; Dufour, E. ; Bertrand, P.
Author_Institution
Matra Syst. & Inf., Velizy Villacoublay, France
Volume
4
fYear
1998
fDate
21-26 Jun 1998
Firstpage
2444
Abstract
This paper presents a new image based target tracking design. The state of the target is described in a hybrid state space where the dynamic of the target is indexed by a discrete variable mode or regime, each mode corresponding to a maneuver hypothesis. The novelty here is the use of the imaging capacity of electro-optical sensor to improve the tracking performance by a better regime estimation than with the classical methods. This is achieved by a new image based mode estimator that fully exploit the information contained in the pixels. The coupling of this image based mode estimator to an adaptive EKF and to a multiple model tracker akin to the interacting multiple model filter is described. The results are illustrated with realistic simulations of an air defense scenario. The efficiency and robustness of this new mode estimator lead to a significant improvement of the tracking performance in both cases
Keywords
Kalman filters; filtering theory; image recognition; optical tracking; state-space methods; target tracking; air defense; discrete variable mode; electrooptical sensor; extended Kalman filter; image based mode estimator; interacting multiple model filter; maneuvering target tracking; multiple model tracker; state space; Adaptive filters; Capacitive sensors; Electronic mail; Image resolution; Image sensors; Pixel; Radar imaging; Radar tracking; Sensor systems; Target tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference, 1998. Proceedings of the 1998
Conference_Location
Philadelphia, PA
ISSN
0743-1619
Print_ISBN
0-7803-4530-4
Type
conf
DOI
10.1109/ACC.1998.703073
Filename
703073
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