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Robust Face-Name Graph Matching for Movie Character Identification

文献类型：期刊论文

作者Sang, Jitao1,2; Xu, Changsheng1,2
刊名IEEE TRANSACTIONS ON MULTIMEDIA
出版日期2012-06-01
卷号14期号:3页码:586-596
关键词Character identification graph edit graph matching graph partition sensitivity analysis
英文摘要Automatic face identification of characters in movies has drawn significant research interests and led to many interesting applications. It is a challenging problem due to the huge variation in the appearance of each character. Although existing methods demonstrate promising results in clean environment, the performances are limited in complex movie scenes due to the noises generated during the face tracking and face clustering process. In this paper we present two schemes of global face-name matching based framework for robust character identification. The contributions of this work include the following. 1) A noise insensitive character relationship representation is incorporated. 2) We introduce an edit operation based graph matching algorithm. 3) Complex character changes are handled by simultaneously graph partition and graph matching. 4) Beyond existing character identification approaches, we further perform an in-depth sensitivity analysis by introducing two types of simulated noises. The proposed schemes demonstrate state-of-the-art performance on movie character identification in various genres of movies.
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]SENSITIVITY-ANALYSIS ; VIDEO ; MODELS
收录类别SCI ; ISTP
语种英语
WOS记录号WOS:000304166300010
源URL[http://ir.ia.ac.cn/handle/173211/2853]  
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 119613, Singapore
推荐引用方式
GB/T 7714		 Sang, Jitao,Xu, Changsheng. Robust Face-Name Graph Matching for Movie Character Identification[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2012,14(3):586-596.
APA Sang, Jitao,&Xu, Changsheng.(2012).Robust Face-Name Graph Matching for Movie Character Identification.IEEE TRANSACTIONS ON MULTIMEDIA,14(3),586-596.
MLA Sang, Jitao,et al."Robust Face-Name Graph Matching for Movie Character Identification".IEEE TRANSACTIONS ON MULTIMEDIA 14.3(2012):586-596.

入库方式： OAI收割

来源：自动化研究所

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