Forward-Backward Mean-Shift for Visual Tracking With Local-Background-Weighted Histogram

CASIA OpenIR > 多模态人工智能系统全国重点实验室 > 先进时空数据分析与学习

	Forward-Backward Mean-Shift for Visual Tracking With Local-Background-Weighted Histogram
	Wang, Lingfeng1 ; Yan, Hongping 2; Wu, Huai-Yu1 ; Pan, Chunhong1
发表期刊	IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
	2013-09-01
卷号	14 期号:3 页码:1480-1489
文章类型	Article
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.
关键词	Forward-backward Mean Shift (Fbms) Local-background-weighted Histogram (Lbwh) Visual Tracking
WOS标题词	Science & Technology ; Technology
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研究方向	Engineering ; Transportation
WOS类目	Engineering, Civil ; Engineering, Electrical & Electronic ; Transportation Science & Technology
WOS记录号	WOS:000324336100040
引用统计	被引频次：21[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/173211/3711
专题	多模态人工智能系统全国重点实验室_先进时空数据分析与学习
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
第一作者单位	模式识别国家重点实验室
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.

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