Robust Head Tracking Based on Multiple Cues Fusion in the Kernel-Bayesian Framework
文献类型：期刊论文
| 作者 | Zhang, Xiaoqin1; Hu, Weiming2 ; Bao, Hujun3; Maybank, Steve4
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| 刊名 | IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY
 |
| 出版日期 | 2013-07-01 |
| 卷号 | 23期号:7页码:1197-1208 |
| 关键词 | Chamfer matching kernel-Bayesian framework mixture of Gaussians (MoG) selective updating |
| 英文摘要 | This paper presents a robust head tracking algorithm based on multiple cues fusion in a kernel-Bayesian framework. In this algorithm, the object to be tracked is characterized using a spatial-constraint mixture of the Gaussians-based appearance model and a multichannel chamfer matching-based shape model. These two models complement each other and their combination is discriminative in distinguishing the object from the background. A selective updating technique for the appearance model is employed to accommodate appearance and illumination changes. Meantime, the kernel method-mean shift algorithm is embedded into the Bayesian framework to give a heuristic prediction in the hypotheses generation process. This alleviates the great computational load suffered by conventional Bayesian trackers. Experimental results demonstrate that the proposed algorithm is effective. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Engineering, Electrical & Electronic |
| 研究领域[WOS] | Engineering |
| 关键词[WOS] | VISUAL TRACKING ; PARTICLE FILTERS ; OBJECT TRACKING ; MODELS ; RECOGNITION |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000321276900011 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/3263]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_视频内容安全团队 |
| 作者单位 | 1.Wenzhou Univ, Inst Intelligent Syst & Decis, Wenzhou 325035, Zhejiang, Peoples R China 2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100864, Peoples R China 3.Zhejiang Univ, State Key Lab CAD&CG, Hangzhou 310027, Zhejiang, Peoples R China 4.Univ London Birkbeck Coll, Dept Comp Sci & Informat Syst, London WC1E 7HX, England |
| 推荐引用方式 GB/T 7714 | Zhang, Xiaoqin,Hu, Weiming,Bao, Hujun,et al. Robust Head Tracking Based on Multiple Cues Fusion in the Kernel-Bayesian Framework[J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,2013,23(7):1197-1208. |
| APA | Zhang, Xiaoqin,Hu, Weiming,Bao, Hujun,&Maybank, Steve.(2013).Robust Head Tracking Based on Multiple Cues Fusion in the Kernel-Bayesian Framework.IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY,23(7),1197-1208. |
| MLA | Zhang, Xiaoqin,et al."Robust Head Tracking Based on Multiple Cues Fusion in the Kernel-Bayesian Framework".IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY 23.7(2013):1197-1208. |
入库方式： OAI收割
来源：自动化研究所
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