Tracking by local structural manifold learning in a new SSIR particle filter

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	Tracking by local structural manifold learning in a new SSIR particle filter
	Ding, Jianwei 1; Tang, Yunqi 1; Liu, Wei2 ; Huang, Yongzhen3 ; Huang, Kaiqi3
发表期刊	NEUROCOMPUTING
	2015-08-05
卷号	161 页码:277-289
文章类型	Article
摘要	We propose a new object tracking algorithm by local structural manifold learning in a selective sampling importance resampling (SSIR) particle filter framework. A new local structural manifold learning strategy is designed for the invariant appearance modeling in challenging conditions. The appearance of the object which has complex structure in the low-dimensional space is approximated with a set of local structural manifolds. The local structures of the appearance manifold are incrementally learned with changes in the appearance of the object. Unlike traditional particle filters which rely on random resampling for new particles generation, we propose a new SSIR particle filter, which integrates an auto-regressive filter to improve the process of samples generation. The distribution of the generated particle samples by our method is better than that of the traditional techniques. Experimental results on several challenging videos demonstrate the robustness and accuracy of our algorithm compared with other recent excellent tracking approaches. (C) 2015 Elsevier B.V. All rights reserved.
关键词	Tracking Local Structural Manifold Ssir Particle Filter
WOS标题词	Science & Technology ; Technology
关键词[WOS]	REAL-TIME TRACKING ; VISUAL TRACKING
收录类别	SCI
语种	英语
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
WOS记录号	WOS:000357910700029
引用统计	被引频次：8[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/8873
专题	智能感知与计算研究中心
作者单位	1.Peoples Publ Secur Univ China, Beijing, Peoples R China 2.Nanyang Normal Univ, Nanyang, Henan, Peoples R China 3.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Ding, Jianwei,Tang, Yunqi,Liu, Wei,et al. Tracking by local structural manifold learning in a new SSIR particle filter[J]. NEUROCOMPUTING,2015,161:277-289.
APA	Ding, Jianwei,Tang, Yunqi,Liu, Wei,Huang, Yongzhen,&Huang, Kaiqi.(2015).Tracking by local structural manifold learning in a new SSIR particle filter.NEUROCOMPUTING,161,277-289.
MLA	Ding, Jianwei,et al."Tracking by local structural manifold learning in a new SSIR particle filter".NEUROCOMPUTING 161(2015):277-289.

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