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Object Modeling with Color Arrangement for Region-Based Tracking

Authors
Kim, Dae-HwanJung, Seung-WonSuryantoLee, Seung-JunKim, Hyo-KakKo, Sung-Jea
Issue Date
Jun-2012
Publisher
WILEY
Keywords
Bhattacharyya coefficient; kernel-based tracking; mean shift; object tracking; spatiograms
Citation
ETRI JOURNAL, v.34, no.3, pp.399 - 409
Indexed
SCIE
SCOPUS
KCI
Journal Title
ETRI JOURNAL
Volume
34
Number
3
Start Page
399
End Page
409
URI
https://scholar.korea.ac.kr/handle/2021.sw.korea/108363
DOI
10.4218/etrij.11.0111.0383
ISSN
1225-6463
Abstract
In this paper, we propose a new color histogram model for object tracking. The proposed model incorporates the color arrangement of the target that encodes the relative spatial distribution of the colors inside the object. Using the color arrangement, we can determine which color bin is more reliable for tracking. Based on the proposed color histogram model, we derive a mean shift framework using a modified Bhattacharyya distance. In addition, we present a method of updating an object scale and a target model to cope with changes in the target appearance. Unlike conventional mean shift based methods, our algorithm produces satisfactory results even when the object being tracked shares similar colors with the background.
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