中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Forward-Backward Mean-Shift for Visual Tracking With Local-Background-Weighted Histogram

文献类型:期刊论文

作者Wang, Lingfeng1; Yan, Hongping2; Wu, Huai-Yu1; Pan, Chunhong1
刊名IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
出版日期2013-09-01
卷号14期号:3页码:1480-1489
关键词Forward-backward mean shift (FBMS) local-background-weighted histogram (LBWH) visual tracking
英文摘要Object tracking plays an important role in many intelligent transportation systems. Unfortunately, it remains a challenging task due to factors such as occlusion and target-appearance variation. In this paper, we present a new tracking algorithm to tackle the difficulties caused by these two factors. First, considering the target-appearance variation, we introduce the local-background-weighted histogram (LBWH) to describe-the target. In our LBWH, the local background is treated as the context of the target representation. Compared with traditional descriptors, the LBWH is more robust to the variability or the clutter of the potential background. Second, to deal with the occlusion case, a new forward-backward mean-shift (FBMS) algorithm is proposed by incorporating a forward-backward evaluation scheme, in which the tracking result is evaluated by the forward-backward error. Extensive experiments on various scenarios have demonstrated that our tracking algorithm outperforms the state-of-the-art approaches in tracking accuracy.
WOS标题词Science & Technology ; Technology
类目[WOS]Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology
研究领域[WOS]Engineering ; Transportation
关键词[WOS]OBJECT TRACKING ; TRAFFIC SURVEILLANCE ; ONLINE SELECTION ; PARTICLE FILTER ; ROBUST TRACKING ; CLASSIFICATION ; FEATURES ; FUSION ; SPACE ; VIDEO
收录类别SCI
语种英语
WOS记录号WOS:000324336100040
源URL[http://ir.ia.ac.cn/handle/173211/3711]  
专题自动化研究所_模式识别国家重点实验室_遥感图像处理团队
作者单位1.Chinese Acad Sci, Inst Automat, Dept Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
2.China Univ Geosci, Coll Informat & Engn, Beijing 100083, Peoples R China
推荐引用方式
GB/T 7714
Wang, Lingfeng,Yan, Hongping,Wu, Huai-Yu,et al. Forward-Backward Mean-Shift for Visual Tracking With Local-Background-Weighted Histogram[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2013,14(3):1480-1489.
APA Wang, Lingfeng,Yan, Hongping,Wu, Huai-Yu,&Pan, Chunhong.(2013).Forward-Backward Mean-Shift for Visual Tracking With Local-Background-Weighted Histogram.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,14(3),1480-1489.
MLA Wang, Lingfeng,et al."Forward-Backward Mean-Shift for Visual Tracking With Local-Background-Weighted Histogram".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 14.3(2013):1480-1489.

入库方式: OAI收割

来源:自动化研究所

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