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Tracking by local structural manifold learning in a new SSIR particle filter
Ding, Jianwei1; Tang, Yunqi1; Liu, Wei2; Huang, Yongzhen3; Huang, Kaiqi3
2015-08-05
发表期刊NEUROCOMPUTING
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
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
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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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