A template consensus method for visual tracking

doi:10.1007/s11801-019-8109-2

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	A template consensus method for visual tracking
	T.-x.Zhou; D.-d.Zeng; M.Zhu; A.Kuijper
刊名	Optoelectronics Letters
	2019
卷号	15 期号:1 页码:70-74
关键词	Optoelectronic devices,Magnetic materials
ISSN号	16731905
DOI	10.1007/s11801-019-8109-2
英文摘要	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.
URL标识	查看原文
语种	英语
内容类型	期刊论文
源URL	[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.