Automatic player detection, labeling and tracking in broadcast soccer video
文献类型：期刊论文
| 作者 | Liu, Jia2,3; Tong, Xiaofeng1; Li, Wenlong1; Wang, Tao1; Zhang, Yimin1; Wang, Hongqi2 |
| 刊名 | Pattern recognition letters
 |
| 出版日期 | 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 |
| WOS记录号 | WOS:000261857200004 |
| 出版者 | ELSEVIER SCIENCE BV |
| URI标识 | http://www.irgrid.ac.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. |
入库方式： iSwitch采集
来源：中国科学院大学
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