Robust visual tracking with discriminative sparse learning
文献类型：期刊论文
| 作者 | Lu, Xiaoqiang ; Yuan, Yuan; Yan, Pingkun
|
| 刊名 | pattern recognition
 |
| 出版日期 | 2013-07-01 |
| 卷号 | 46期号:7页码:1762-1771 |
| 关键词 | Visual tracking Sparse representation Particle filter Non-local self-similarity |
| 英文摘要 | recently, sparse representation in the task of visual tracking has been obtained increasing attention and many algorithms are proposed based on it. in these algorithms for visual tracking, each candidate target is sparsely represented by a set of target templates. however, these algorithms fail to consider the structural information of the space of the target templates, i.e., target template set. in this paper, we propose an algorithm named non-local self-similarity (nlss) based sparse coding algorithm (nlssc) to learn the sparse representations, which considers the geometrical structure of the set of target candidates. by using non-local self-similarity (nibs) as a smooth operator, the proposed method can turn the tracking into sparse representations problems, in which the information of the set of target candidates is exploited. extensive experimental results on visual tracking have demonstrated the effectiveness of the proposed algorithm. (c) 2013 elsevier ltd. all rights reserved. |
| WOS标题词 | science & technology ; technology |
| 类目[WOS] | computer science, artificial intelligence ; engineering, electrical & electronic |
| 研究领域[WOS] | computer science ; engineering |
| 关键词[WOS] | object tracking ; representation ; algorithm ; features |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000317886600004 |
| 公开日期 | 2015-06-30 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/24002]  |
| 专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
| 作者单位 | Chinese Acad Sci, Ctr OPT IMagery Anal & Learning OPTIMAL, State Key Lab Transient Opt & Photon, Xian Inst Opt & Precis Mech, Xian 710119, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | Lu, Xiaoqiang,Yuan, Yuan,Yan, Pingkun. Robust visual tracking with discriminative sparse learning[J]. pattern recognition,2013,46(7):1762-1771. |
| APA | Lu, Xiaoqiang,Yuan, Yuan,&Yan, Pingkun.(2013).Robust visual tracking with discriminative sparse learning.pattern recognition,46(7),1762-1771. |
| MLA | Lu, Xiaoqiang,et al."Robust visual tracking with discriminative sparse learning".pattern recognition 46.7(2013):1762-1771. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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