Vision-Based Tracking of Uncooperative Targets

This paper presents a summary of a subset of the extensive vision-based tracking methods developed at Georgia Tech. The problem of a follower aircraft tracking an uncooperative leader, using vision information only, is addressed. In all the results presented, a single monocular camera is used as the...

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Main Authors: Suresh K. Kannan, Eric N. Johnson, Yoko Watanabe, Ramachandra Sattigeri
Format: Article
Language:English
Published: Wiley 2011-01-01
Series:International Journal of Aerospace Engineering
Online Access:http://dx.doi.org/10.1155/2011/243268
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author Suresh K. Kannan
Eric N. Johnson
Yoko Watanabe
Ramachandra Sattigeri
author_facet Suresh K. Kannan
Eric N. Johnson
Yoko Watanabe
Ramachandra Sattigeri
author_sort Suresh K. Kannan
collection DOAJ
description This paper presents a summary of a subset of the extensive vision-based tracking methods developed at Georgia Tech. The problem of a follower aircraft tracking an uncooperative leader, using vision information only, is addressed. In all the results presented, a single monocular camera is used as the sole source of information used to maintain formation with the leader. A Kalman filter formulation is provided for the case where image processing may be used to estimate leader motion in the image plane. An additional piece of information, the subtended angle, also available from computer vision algorithm is used to improve range estimation accuracy. In situations where subtended angle information is not available, an optimal trajectory is generated that improves range estimation accuracy. Finally, assumptions on the target acceleration are relaxed by augmenting a Kalman Filter with an adaptive element.
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institution Kabale University
issn 1687-5966
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language English
publishDate 2011-01-01
publisher Wiley
record_format Article
series International Journal of Aerospace Engineering
spelling doaj-art-bd9b922ca89847ad9466c0fd551ff5042025-02-03T01:00:21ZengWileyInternational Journal of Aerospace Engineering1687-59661687-59742011-01-01201110.1155/2011/243268243268Vision-Based Tracking of Uncooperative TargetsSuresh K. Kannan0Eric N. Johnson1Yoko Watanabe2Ramachandra Sattigeri3School of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USASchool of Aerospace Engineering, Georgia Institute of Technology, Atlanta, GA 30332, USADepartment of Systems Control and Flight Dynamics, ONERA, 31055 Toulouse, FranceGuided Systems Technologies, Stockbridge, GA 30281, USAThis paper presents a summary of a subset of the extensive vision-based tracking methods developed at Georgia Tech. The problem of a follower aircraft tracking an uncooperative leader, using vision information only, is addressed. In all the results presented, a single monocular camera is used as the sole source of information used to maintain formation with the leader. A Kalman filter formulation is provided for the case where image processing may be used to estimate leader motion in the image plane. An additional piece of information, the subtended angle, also available from computer vision algorithm is used to improve range estimation accuracy. In situations where subtended angle information is not available, an optimal trajectory is generated that improves range estimation accuracy. Finally, assumptions on the target acceleration are relaxed by augmenting a Kalman Filter with an adaptive element.http://dx.doi.org/10.1155/2011/243268
spellingShingle Suresh K. Kannan
Eric N. Johnson
Yoko Watanabe
Ramachandra Sattigeri
Vision-Based Tracking of Uncooperative Targets
International Journal of Aerospace Engineering
title Vision-Based Tracking of Uncooperative Targets
title_full Vision-Based Tracking of Uncooperative Targets
title_fullStr Vision-Based Tracking of Uncooperative Targets
title_full_unstemmed Vision-Based Tracking of Uncooperative Targets
title_short Vision-Based Tracking of Uncooperative Targets
title_sort vision based tracking of uncooperative targets
url http://dx.doi.org/10.1155/2011/243268
work_keys_str_mv AT sureshkkannan visionbasedtrackingofuncooperativetargets
AT ericnjohnson visionbasedtrackingofuncooperativetargets
AT yokowatanabe visionbasedtrackingofuncooperativetargets
AT ramachandrasattigeri visionbasedtrackingofuncooperativetargets