QQ客服 官方微博 反馈留言

	Automatic player detection, labeling and tracking in broadcast soccer video
	Liu, Jia2,3; Tong, Xiaofeng1; Li, Wenlong1; Wang, Tao1; Zhang, Yimin1; Wang, Hongqi2
刊名	Pattern recognition letters
	2009-01-15
卷号	30期号:2页码:103-113
关键词	Boosting Mcmc Codebook Multiple player tracking Player labeling Sports video
ISSN号	0167-8655
DOI	10.1016/j.patrec.2008.02.011
通讯作者	Tong, xiaofeng(xiaofeng.tong@intel.com)
英文摘要	In this paper, we present a method to perform automatic multiple player detection, unsupervised labeling and efficient tracking in broadcast soccer videos. player detection is to determine the players' positions and scales. it is achieved by combining the ability of dominant color based background subtraction and a boosting detector with haar features. we then collect hundreds of player samples with the player detector, and learn codebook based player appearance model by unsupervised clustering algorithm. a player can be labeled as one of four types: two teams, referee or outlier. the learning capability enables the method to be generalized well to different videos without any manually initialization. based on detection and labeling, we perform multiple player tracking with markov chain monte carlo (mcmc) data association. some data driven dynamics are proposed to improve the markov chain's efficiency, such as label and motion consistent and track length. the testing results on fifa world cup 2006 videos demonstrate that our method can reach high detection and labeling precision, and reliably tracking in cases of scenes such as player occlusion, moderate camera motion and pose variation. (c) 2008 elsevier b.v. all rights reserved.
WOS研究方向	Computer Science
WOS类目	Computer Science, Artificial Intelligence
语种	英语
出版者	ELSEVIER SCIENCE BV
WOS记录号	WOS:000261857200004
内容类型	期刊论文
URI标识	http://www.corc.org.cn/handle/1471x/2395600
专题	中国科学院大学
通讯作者	Tong, Xiaofeng
作者单位	1.Intel China Res Ctr, Applicat Res Ctr, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Inst Elect, Beijing 100080, Peoples R China 3.Chinese Acad Sci, Grad Sch, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Liu, Jia,Tong, Xiaofeng,Li, Wenlong,et al. Automatic player detection, labeling and tracking in broadcast soccer video[J]. Pattern recognition letters,2009,30(2):103-113.
APA	Liu, Jia,Tong, Xiaofeng,Li, Wenlong,Wang, Tao,Zhang, Yimin,&Wang, Hongqi.(2009).Automatic player detection, labeling and tracking in broadcast soccer video.Pattern recognition letters,30(2),103-113.
MLA	Liu, Jia,et al."Automatic player detection, labeling and tracking in broadcast soccer video".Pattern recognition letters 30.2(2009):103-113.

个性服务

查看访问统计

相关权益政策

暂无数据

收藏/分享

除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。