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Unified Target Detection and Tracking Using Motion Coherence

  • This paper presents a unified approach to adaptive target detection and tracking. The unifying concept is "coherent motion energy", a measure of the extent to which a single motion dominates local spatiotemporal structure. There are three major components to the approach. First, a multiresolution analysis of coherent motion energy is used to detect salient dynamic targets. Second, a robust affine transformation estimator is used to recover frame-to-frame target motion across regions of interest defined by coherent motion. Third, a method of template adaptation based on coherent motion weighted goodness of match is used to drive automatic template update. Empirical evaluation of the approach shows the contribution of the various components and documents strong performance of the integrated whole.

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Metadaten
Document Type:Conference Object
Language:English
Parent Title (English):Proceedings of the IEEE Workshop on Motion and Video Computing (WACV/MOTION’05), Breckenridge, CO, 5-7 Jan. 2005
First Page:66
Last Page:71
ISBN:0-7695-2271-8
DOI:https://doi.org/10.1109/ACVMOT.2005.118
Publication year:2005
Departments, institutes and facilities:Fachbereich Informatik
Institute of Visual Computing (IVC)
Dewey Decimal Classification (DDC):000 Informatik, Informationswissenschaft, allgemeine Werke / 000 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
Entry in this database:2015/04/02