Object tracking framework with Siamese network and re-detection mechanism

doi:10.1186/s13638-019-1579-x

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	Object tracking framework with Siamese network and re-detection mechanism
	D.Q.Li; Y.Yu; X.L.Chen
	2019
发表期刊	Eurasip Journal on Wireless Communications and Networking
ISSN	1687-1472
卷号	2019 期号:1 页码:14
摘要	To improve the deficient tracking ability of fully-convolutional Siamese networks (SiamFC) in complex scenes, an object tracking framework with Siamese network and re-detection mechanism (Siam-RM) is proposed. The mechanism adopts the Siamese instance search tracker (SINT) as the re-detection network. When multiple peaks appear on the response map of SiamFC, a more accurate re-detection network can re-determine the location of the object. Meanwhile, for the sake of adapting to various changes in appearance of the object, this paper employs a generative model to construct the templates of SiamFC. Furthermore, a method of template updating with high confidence is also used to prevent the template from being contaminated. Objective evaluation on the popular online tracking benchmark (OTB) shows that the tracking accuracy and the success rate of the proposed framework can reach 79.8% and 63.8%, respectively. Compared to SiamFC, the results of several representative video sequences demonstrate that our framework has higher accuracy and robustness in scenes with fast motion, occlusion, background clutter, and illumination variations.
关键词	Object tracking,Siamese network,Re-detection mechanism,Generative,model,High-confidence update,visual tracking,Engineering,Telecommunications
DOI	10.1186/s13638-019-1579-x
URL	查看原文
收录类别	SCI ; 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/181722/63272
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	D.Q.Li,Y.Yu,X.L.Chen. Object tracking framework with Siamese network and re-detection mechanism[J]. Eurasip Journal on Wireless Communications and Networking,2019,2019(1):14.
APA	D.Q.Li,Y.Yu,&X.L.Chen.(2019).Object tracking framework with Siamese network and re-detection mechanism.Eurasip Journal on Wireless Communications and Networking,2019(1),14.
MLA	D.Q.Li,et al."Object tracking framework with Siamese network and re-detection mechanism".Eurasip Journal on Wireless Communications and Networking 2019.1(2019):14.

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