A template consensus method for visual tracking

doi:10.1007/s11801-019-8109-2

CIOMP OpenIR

	A template consensus method for visual tracking
	T.-x.Zhou; D.-d.Zeng; M.Zhu; A.Kuijper
	2019
发表期刊	Optoelectronics Letters
ISSN	16731905
卷号	15 期号:1 页码:70-74
摘要	Visual tracking is a challenging problem in computer vision. Recently, correlation filter-based trackers have shown to provide excellent tracking performance. Inspired by a sample consensus approach proposed for foreground detection, which classifies a given pixel as foreground or background based on its similarity to recently observed samples, we present a template consensus tracker based on the kernelized correlation filter (KCF). Instead of keeping only one target appearance model in the KCF, we make a feature pool to keep several target appearance models in our method and predict the new target position by searching for the location of the maximal value of the response maps. Both quantitative and qualitative evaluations are performed on the CVPR2013 tracking benchmark dataset. The results show that our proposed method improves the original KCF tracker by 8.17% in the success plot and 8.11% in the precision plot. 2019, Tianjin University of Technology and Springer-Verlag GmbH Germany, part of Springer Nature.
关键词	Optoelectronic devices,Magnetic materials
DOI	10.1007/s11801-019-8109-2
URL	查看原文
收录类别	EI
语种	英语
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/62729
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	T.-x.Zhou,D.-d.Zeng,M.Zhu,et al. A template consensus method for visual tracking[J]. Optoelectronics Letters,2019,15(1):70-74.
APA	T.-x.Zhou,D.-d.Zeng,M.Zhu,&A.Kuijper.(2019).A template consensus method for visual tracking.Optoelectronics Letters,15(1),70-74.
MLA	T.-x.Zhou,et al."A template consensus method for visual tracking".Optoelectronics Letters 15.1(2019):70-74.

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A template consensus（1287KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览请求全文