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Character Identification in Feature-Length Films Using Global Face-Name Matching

文献类型：期刊论文

作者Zhang, Yi-Fan1,2; Xu, Changsheng1,2; Lu, Hanqing1,2; Huang, Yeh-Min3
刊名IEEE TRANSACTIONS ON MULTIMEDIA
出版日期2009-11-01
卷号11期号:7页码:1276-1288
关键词Face identification movie analysis social network analysis video browsing
英文摘要Identification of characters in films, although very intuitive to humans, still poses a significant challenge to computer methods. In this paper, we investigate the problem of identifying characters in feature-length films using video and film script. Different from the state-of-the-art methods on naming faces in the videos, most of which used the local matching between a visible face and one of the names extracted from the temporally local video transcript, we attempt to do a global matching between names and clustered face tracks under the circumstances that there are not enough local name cues that can be found. The contributions of our work include: 1) A graph matching method is utilized to build face-name association between a face affinity network and a name affinity network which are, respectively, derived from their own domains (video and script). 2) An effective measure of face track distance is presented for face track clustering. 3) As an application, the relationship between characters is mined using social network analysis. The proposed framework is able to create a new experience on character-centered film browsing. Experiments are conducted on ten feature-length films and give encouraging results.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
研究领域[WOS]Computer Science ; Telecommunications
关键词[WOS]RECOGNITION
收录类别SCI
语种英语
WOS记录号WOS:000270761300006
源URL[http://ir.ia.ac.cn/handle/173211/2799]  
专题自动化研究所_模式识别国家重点实验室_多媒体计算与图形学团队
作者单位1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
2.China Singapore Inst Digital Media, Singapore 119615, Singapore
3.Natl Cheng Kung Univ, Tainan 70101, Taiwan
推荐引用方式
GB/T 7714		 Zhang, Yi-Fan,Xu, Changsheng,Lu, Hanqing,et al. Character Identification in Feature-Length Films Using Global Face-Name Matching[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2009,11(7):1276-1288.
APA Zhang, Yi-Fan,Xu, Changsheng,Lu, Hanqing,&Huang, Yeh-Min.(2009).Character Identification in Feature-Length Films Using Global Face-Name Matching.IEEE TRANSACTIONS ON MULTIMEDIA,11(7),1276-1288.
MLA Zhang, Yi-Fan,et al."Character Identification in Feature-Length Films Using Global Face-Name Matching".IEEE TRANSACTIONS ON MULTIMEDIA 11.7(2009):1276-1288.

入库方式： OAI收割

来源：自动化研究所

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