Occlusion Reasoning for Tracking Multiple People

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	Occlusion Reasoning for Tracking Multiple People
	Hu, Weiming1 ; Zhou, Xue 1; Hu, Min 1; Maybank, Steve 2
发表期刊	IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
	2009
卷号	19 期号:1 页码:114-121
文章类型	Article
摘要	Occlusion reasoning is one of the most challenging issues in visual surveillance. In this letter, we propose a new approach for reasoning about occlusions between multiple people. In our approach, occlusion relationships between people are explicitly defined and deduction of the occlusion relationships is integrated into the whole tracking framework. The prior knowledge is supplied by a set of models which include a 2-D elliptical shape model, a spatial-color mixture of Gaussians appearance model, and a motion model with constant velocity. An observation likelihood function is constructed based on the similarity between the observations and the object appearance models with given states. The occlusion relationships are deduced from the current states of the objects and the current observations, using the observation likelihood function. The previous occlusion relationships are not required for deducing the current occlusion relationships. The problem of tracking and occlusion reasoning for more than two people is formulated mathematically, and a solution is proposed based on particle filtering. Experimental results on several real video sequences from indoor and outdoor scenes show the effectiveness of our approach.
关键词	Occlusion Reasoning Particle Filtering Tracking Multiple People Visual Surveillance
WOS标题词	Science & Technology ; Technology
关键词[WOS]	DATA ASSOCIATION ; OBJECTS
收录类别	SCI
语种	英语
WOS研究方向	Engineering
WOS类目	Engineering, Electrical & Electronic
WOS记录号	WOS:000262714600012
引用统计	被引频次：31[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/173211/3252
专题	多模态人工智能系统全国重点实验室_视频内容安全
作者单位	1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China 2.Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
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	Hu, Weiming,Zhou, Xue,Hu, Min,et al. Occlusion Reasoning for Tracking Multiple People[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2009,19(1):114-121.
APA	Hu, Weiming,Zhou, Xue,Hu, Min,&Maybank, Steve.(2009).Occlusion Reasoning for Tracking Multiple People.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,19(1),114-121.
MLA	Hu, Weiming,et al."Occlusion Reasoning for Tracking Multiple People".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 19.1(2009):114-121.