Scale adaptive part-based tracking method using multiple correlation filters

doi:10.1117/1.OE.58.5.053106

IMR OpenIR

	Scale adaptive part-based tracking method using multiple correlation filters
	Chen, Hongyu 1,2,3,4,5,6; Luo, Haibo 1,2,3,5,6; Chen, Faling 1,2,3,4,5,6; Hui, Bin 1,2,3,5,6; Chang, Zheng 1,2,3,5,6
通讯作者	Chen, Hongyu(chenhongyu@sia.cn)
	2019-05-01
发表期刊	OPTICAL ENGINEERING
ISSN	0091-3286
卷号	58 期号:5 页码:12
摘要	Visual tracking plays a significant role in computer vision. Although numerous tracking algorithms have shown promising results, target tracking remains a challenging task due to appearance changes caused by deformation, scale variation, and partial occlusion. Part-based methods have great potential in addressing the deformation and partial occlusion issues. Owing to the addition of multiple part trackers, most of these part-based trackers cannot run in real time. Correlation filters have been used in target tracking owing to their high efficiency. However, the correlation filter-based trackers face great problems dealing with occlusion, deformation, and scale variation. To better address the above-mentioned issues, we present a scale adaptive part-based tracking method using multiple correlation filters. Our proposed method utilizes the scale-adaptive tracker for both root and parts. The target location is determined by the responses of root tracker and part trackers collaboratively. To estimate the target scale more precisely, the root scale and each part scale are predicted with the sequential Monte Carlo framework. An adaptive weight joint confidence map is acquired by assigning proper weights to independent confidence maps. Experimental results on the publicly available OTB100 dataset demonstrate that our approach outperforms other state-of-the-art trackers. (C) 2019 Society of Photo-Optical Instrumentation Engineers (SPIE).
关键词	target tracking correlation filter scale estimation deformable parts model computer vision
DOI	10.1117/1.OE.58.5.053106
收录类别	SCI
语种	英语
WOS研究方向	Optics
WOS类目	Optics
WOS记录号	WOS:000481889500017
出版者	SPIE-SOC PHOTO-OPTICAL INSTRUMENTATION ENGINEERS
引用统计	被引频次：3[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.imr.ac.cn/handle/321006/134942
专题	中国科学院金属研究所
通讯作者	Chen, Hongyu
作者单位	1.Chinese Acad Sci, Shenyang Inst Automat, Shenyang, Liaoning, Peoples R China 2.Chinese Acad Sci, Inst Robot, Shenyang, Liaoning, Peoples R China 3.Chinese Acad Sci, Inst Intelligent Mfg, Shenyang, Liaoning, Peoples R China 4.Univ Chinese Acad Sci, Beijing, Peoples R China 5.Chinese Acad Sci, Key Lab Optoelect Informat Proc, Shenyang, Liaoning, Peoples R China 6.The Key Lab Image Understanding & Comp Vis, Shenyang, Liaoning, Peoples R China
推荐引用方式 GB/T 7714	Chen, Hongyu,Luo, Haibo,Chen, Faling,et al. Scale adaptive part-based tracking method using multiple correlation filters[J]. OPTICAL ENGINEERING,2019,58(5):12.
APA	Chen, Hongyu,Luo, Haibo,Chen, Faling,Hui, Bin,&Chang, Zheng.(2019).Scale adaptive part-based tracking method using multiple correlation filters.OPTICAL ENGINEERING,58(5),12.
MLA	Chen, Hongyu,et al."Scale adaptive part-based tracking method using multiple correlation filters".OPTICAL ENGINEERING 58.5(2019):12.