Multiple-Object Tracking in Large-Scale Scene

CORC > 自动化研究所 > 中国科学院自动化研究所 > 复杂系统管理与控制国家重点实验室 > 先进机器人控制团队

	Multiple-Object Tracking in Large-Scale Scene
	Yuan, Wenbo; Cao, Zhiqiang; Tan, Min; Chen, Hongkai
刊名	IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS
	2016-07-01
卷号	E99D 期号:7 页码:1903-1909
关键词	visual sensor network HOG improved particle filter re-identification object tracking
英文摘要	In this paper, a multiple-object tracking approach in large-scale scene is proposed based on visual sensor network. Firstly, the object detection is carried out by extracting the HOG features. Then, object tracking is performed based on an improved particle filter method. On the one hand, a kind of temporal and spatial dynamic model is designed to improve the tracking precision. On the other hand, the cumulative error generated from evaluating particles is eliminated through an appearance model. In addition, losses of the tracking will be incurred for several reasons, such as occlusion, scene switching and leaving. When the object is in the scene under monitoring by visual sensor network again, object tracking will continue through object re-identification. Finally, continuous multiple-object tracking in large-scale scene is implemented. A database is established by collecting data through the visual sensor network. Then the performances of object tracking and object re-identification are tested. The effectiveness of the proposed multiple-object tracking approach is verified.
WOS标题词	Science & Technology ; Technology
类目[WOS]	Computer Science, Information Systems ; Computer Science, Software Engineering
研究领域[WOS]	Computer Science
关键词[WOS]	PARTICLE FILTERS
收录类别	SCI
语种	英语
WOS记录号	WOS:000381562700017
内容类型	期刊论文
源URL	[http://ir.ia.ac.cn/handle/173211/12652]
专题	自动化研究所_复杂系统管理与控制国家重点实验室_先进机器人控制团队
作者单位	Chinese Acad Sci, State Key Lab Management & Control Complex Syst, Inst Automat, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Yuan, Wenbo,Cao, Zhiqiang,Tan, Min,et al. Multiple-Object Tracking in Large-Scale Scene[J]. IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,2016,E99D(7):1903-1909.
APA	Yuan, Wenbo,Cao, Zhiqiang,Tan, Min,&Chen, Hongkai.(2016).Multiple-Object Tracking in Large-Scale Scene.IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS,E99D(7),1903-1909.
MLA	Yuan, Wenbo,et al."Multiple-Object Tracking in Large-Scale Scene".IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS E99D.7(2016):1903-1909.