A Coupled Hidden Conditional Random Field Model for Simultaneous Face Clustering and Naming in Videos
文献类型：期刊论文
| 作者 | Zhang, Yifan1 ; Tang, Zhiqiang1; Wu, Baoyuan1; Ji, Qiang2; Lu, Hanqing1
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| 刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING
 |
| 出版日期 | 2016-12-01 |
| 卷号 | 25期号:12页码:5780-5792 |
| 关键词 | Face Clustering Face Naming Conditional Random Field |
| DOI | 10.1109/TIP.2016.2601491 |
| 文献子类 | Article |
| 英文摘要 | For face naming in TV series or movies, a typical way is using subtitles/script alignment to get the time stamps of the names, and tagging them to the faces. We study the problem of face naming in videos when subtitles are not available. To this end, we divide the problem into two tasks: face clustering which groups the faces depicting a certain person into a cluster, and name assignment which associates a name to each face. Each task is formulated as a structured prediction problem and modeled by a hidden conditional random field (HCRF) model. We argue that the two tasks are correlated problems whose outputs can provide prior knowledge of the target prediction for each other. The two HCRFs are coupled in a unified graphical model called coupled HCRF where the joint dependence of the cluster labels and face name association is naturally embedded in the correlation between the two HCRFs. We provide an effective algorithm to optimize the two HCRFs iteratively and the performance of the two tasks on real-world data set can be both improved. |
| WOS关键词 | FEATURE-LENGTH FILMS ; CHARACTER IDENTIFICATION ; NAME |
| WOS研究方向 | Computer Science ; Engineering |
| 语种 | 英语 |
| WOS记录号 | WOS:000388205200005 |
| 资助机构 | 863 Program(2014AA015100) ; National Natural Science Foundation of China(61332016 ; DARPA PerSEAS Program(HR0011-10-C-0112) ; 61572500 ; 61379100) |
| 源URL | [http://ir.ia.ac.cn/handle/173211/13353]  |
| 专题 | 自动化研究所_模式识别国家重点实验室_图像与视频分析团队 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China 2.Rensselaer Polytech Inst, Dept Elect Comp & Syst Engn, Troy, NY 12180 USA |
| 推荐引用方式 GB/T 7714 | Zhang, Yifan,Tang, Zhiqiang,Wu, Baoyuan,et al. A Coupled Hidden Conditional Random Field Model for Simultaneous Face Clustering and Naming in Videos[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2016,25(12):5780-5792. |
| APA | Zhang, Yifan,Tang, Zhiqiang,Wu, Baoyuan,Ji, Qiang,&Lu, Hanqing.(2016).A Coupled Hidden Conditional Random Field Model for Simultaneous Face Clustering and Naming in Videos.IEEE TRANSACTIONS ON IMAGE PROCESSING,25(12),5780-5792. |
| MLA | Zhang, Yifan,et al."A Coupled Hidden Conditional Random Field Model for Simultaneous Face Clustering and Naming in Videos".IEEE TRANSACTIONS ON IMAGE PROCESSING 25.12(2016):5780-5792. |
入库方式： OAI收割
来源：自动化研究所
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