Object tracking framework with Siamese network and re-detection mechanism

doi:10.1186/s13638-019-1579-x

CORC > 长春光学精密机械与物理研究所 > 中国科学院长春光学精密机械与物理研究所

	Object tracking framework with Siamese network and re-detection mechanism
	D.Q.Li; Y.Yu; X.L.Chen
刊名	Eurasip Journal on Wireless Communications and Networking
	2019
卷号	2019 期号:1 页码:14
关键词	Object tracking,Siamese network,Re-detection mechanism,Generative,model,High-confidence update,visual tracking,Engineering,Telecommunications
ISSN号	1687-1472
DOI	10.1186/s13638-019-1579-x
英文摘要	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.
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/181722/63272]
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.