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Extended Object Tracking with Random Hypersurface Models

Baum, Marcus 1; Hanebeck, Uwe D. 1
1 Graduiertenkolleg 1126: Intelligente Chirurgie (Graduiertenkolleg 1126), Karlsruher Institut für Technologie (KIT)

Abstract:

The random hypersurface model (RHM) is introduced for estimating a shape approximation of an extended object in addition to its kinematic state. An RHM represents the spatial extent by means of randomly scaled versions of the shape boundary. In doing so, the shape parameters and the measurements are related via a measurement equation that serves as the basis for a Gaussian state estimator. Specific estimators are derived for elliptic and star-convex shapes.


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Originalveröffentlichung
DOI: 10.1109/TAES.2013.120107
Scopus
Zitationen: 273
Web of Science
Zitationen: 241
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Zitationen: 233
Zugehörige Institution(en) am KIT Institut für Anthropomatik und Robotik (IAR)
Publikationstyp Zeitschriftenaufsatz
Publikationsmonat/-jahr 01.2014
Sprache Englisch
Identifikator ISSN: 0018-9251
KITopen-ID: 1000122360
Erschienen in IEEE transactions on aerospace and electronic systems
Verlag Institute of Electrical and Electronics Engineers (IEEE)
Band 50
Heft 1
Seiten 149–159
Nachgewiesen in Web of Science
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