A system for learning statistical motion patterns

CASIA OpenIR > 09年以前成果

	A system for learning statistical motion patterns
	Hu, Weiming; Xiao, Xuejuan ; Fu, Zhouyu ; Xie, Dan ; Tan, Tieniu; Maybank, Steve
发表期刊	IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
	2006-09-01
卷号	28 期号:9 页码:1450-1464
文章类型	Article
摘要	Analysis of motion patterns is an effective approach for anomaly detection and behavior prediction. Current approaches for the analysis of motion patterns depend on known scenes, where objects move in predefined ways. It is highly desirable to automatically construct object motion patterns which reflect the knowledge of the scene. In this paper, we present a system for automatically learning motion patterns for anomaly detection and behavior prediction based on a proposed algorithm for robustly tracking multiple objects. In the tracking algorithm, foreground pixels are clustered using a fast accurate fuzzy K-means algorithm. Growing and prediction of the cluster centroids of foreground pixels ensure that each cluster centroid is associated with a moving object in the scene. In the algorithm for learning motion patterns, trajectories are clustered hierarchically using spatial and temporal information and then each motion pattern is represented with a chain of Gaussian distributions. Based on the learned statistical motion patterns, statistical methods are used to detect anomalies and predict behaviors. Our system is tested using image sequences acquired, respectively, from a crowded real traffic scene and a model traffic scene. Experimental results show the robustness of the tracking algorithm, the efficiency of the algorithm for learning motion patterns, and the encouraging performance of algorithms for anomaly detection and behavior prediction.
关键词	Tracking Multiple Objects Learning Statistical Motion Patterns Anomaly Detection Behavior Understanding
WOS标题词	Science & Technology ; Technology
关键词[WOS]	VISUAL SURVEILLANCE ; RECOGNITION ; TRACKING ; VIDEO ; BEHAVIOR ; GESTURE ; PEOPLE ; TRAJECTORIES ; REDUCTION ; MODELS
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Engineering
WOS类目	Computer Science, Artificial Intelligence ; Engineering, Electrical & Electronic
WOS记录号	WOS:000238950800008
引用统计	被引频次：353[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/173211/9372
专题	09年以前成果
作者单位	1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China 2.Univ London Birkbeck Coll, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
推荐引用方式 GB/T 7714	Hu, Weiming,Xiao, Xuejuan,Fu, Zhouyu,et al. A system for learning statistical motion patterns[J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,2006,28(9):1450-1464.
APA	Hu, Weiming,Xiao, Xuejuan,Fu, Zhouyu,Xie, Dan,Tan, Tieniu,&Maybank, Steve.(2006).A system for learning statistical motion patterns.IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,28(9),1450-1464.
MLA	Hu, Weiming,et al."A system for learning statistical motion patterns".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 28.9(2006):1450-1464.