Adaptive fusion of particle filtering and spatio-temporal motion energy for human tracking
文献类型：期刊论文
| 作者 | Zhou, Huiyu1; Fei, Minrui2; Sadka, Abdul3; Zhang, Yi4; Li, Xuelong5
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| 刊名 | pattern recognition
 |
| 出版日期 | 2014-11-01 |
| 卷号 | 47期号:11页码:3552-3567 |
| 关键词 | Computer vision Object tracking Occlusion Colour Motion energy |
| ISSN号 | 0031-3203 |
| 英文摘要 | object tracking is an active research area nowadays due to its importance in human computer interface, teleconferencing and video surveillance. however, reliable tracking of objects in the presence of occlusions, pose and illumination changes is still a challenging topic. in this paper, we introduce a novel tracking approach that fuses two cues namely colour and spatio-temporal motion energy within a particle filter based framework. we conduct a measure of coherent motion over two image frames, which reveals the spatio-temporal dynamics of the target. at the same time, the importance of both colour and motion energy cues is determined in the stage of reliability evaluation. this determination helps maintain the performance of the tracking system against abrupt appearance changes. experimental results demonstrate that the proposed method outperforms the other state of the art techniques in the used test datasets. (c) 2014 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] | visual tracking ; mean shift ; features ; recognition ; framework ; targets ; objects ; integration ; algorithm ; selection |
| 收录类别 | SCI ; EI |
| 语种 | 英语 |
| WOS记录号 | WOS:000340335600006 |
| 公开日期 | 2015-03-17 |
| 源URL | [http://ir.opt.ac.cn/handle/181661/22288]  |
| 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 | 1.Queens Univ Belfast, Sch Elect Elect Engn & Comp Sci, Belfast BT3 9DT, Antrim, North Ireland 2.Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200041, Peoples R China 3.Brunel Univ, Sch Engn & Design, Uxbridge UB8 3PH, Middx, England 4.Chongqing Univ Post & Telecommun, Inst Automat, Chongqing, Peoples R China 5.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China |
| 推荐引用方式 GB/T 7714 | Zhou, Huiyu,Fei, Minrui,Sadka, Abdul,et al. Adaptive fusion of particle filtering and spatio-temporal motion energy for human tracking[J]. pattern recognition,2014,47(11):3552-3567. |
| APA | Zhou, Huiyu,Fei, Minrui,Sadka, Abdul,Zhang, Yi,&Li, Xuelong.(2014).Adaptive fusion of particle filtering and spatio-temporal motion energy for human tracking.pattern recognition,47(11),3552-3567. |
| MLA | Zhou, Huiyu,et al."Adaptive fusion of particle filtering and spatio-temporal motion energy for human tracking".pattern recognition 47.11(2014):3552-3567. |
入库方式： OAI收割
来源：西安光学精密机械研究所
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