Please use this identifier to cite or link to this item: https://hdl.handle.net/20.500.11851/5550
Title: Adaptive fuzzy weighted template matching using invariant features for a tracking application
Authors: İmamoğlu, N.
Eresen, A.
Önder, Efe M.
Keywords: Adaptive fuzzy
Circular projections
Pseudo-Zernike moments
Template matching
Tracking
Issue Date: 2010
Publisher: IFAC Secretariat
Source: 10th IFAC International Workshop on Adaptation and Learning in Control and Signal Processing, ALCOSP 2010, 26 August 2010 through 28 August 2010, Antalya, 105476
Abstract: One of the common research topics for surveillance systems is tracking of a target object. Motions of both observer and target make the problem difficult to handle. In this paper, proposed algorithm tracks a target object on consecutive frames taken from a camera embedded on an unmanned aerial vehicle. Adaptive-fuzzy weighted sum of square distances (SSDs) are utilized for template matching process. SSD is computed by the pseudo-Zernike moments of the reference template and possible matching template around the search point. Fuzzy weights are obtained by taking the advantage of circular projection features. An adaptive fuzzy system is realized by updating the weights of the defuzzifier. Proposed method provides center point of the best matching template which represents the target object to be tracked. Tracking is accomplished under the presence of illumination changes and parallax, and it is seen that the proposed algorithm yields satisfactorily small errors. © 2010 IFAC.
URI: https://hdl.handle.net/20.500.11851/5550
ISBN: 9783902661852
ISSN: 1474-6670
Appears in Collections:Elektrik ve Elektronik Mühendisliği Bölümü / Department of Electrical & Electronics Engineering
Scopus İndeksli Yayınlar Koleksiyonu / Scopus Indexed Publications Collection

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