中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Tracking by local structural manifold learning in a new SSIR particle filter

文献类型:期刊论文

作者Ding, Jianwei1; Tang, Yunqi1; Liu, Wei2; Huang, Yongzhen3; Huang, Kaiqi3
刊名NEUROCOMPUTING
出版日期2015-08-05
卷号161页码:277-289
关键词Tracking Local structural manifold SSIR particle filter
英文摘要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.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Artificial Intelligence
研究领域[WOS]Computer Science
关键词[WOS]REAL-TIME TRACKING ; VISUAL TRACKING
收录类别SCI
语种英语
WOS记录号WOS:000357910700029
公开日期2015-12-24
源URL[http://ir.ia.ac.cn/handle/173211/8873]  
专题自动化研究所_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.

入库方式: OAI收割

来源:自动化研究所

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