Robust Face-Name Graph Matching for Movie Character Identification

	Robust Face-Name Graph Matching for Movie Character Identification
	Sang, Jitao1,2 ; Xu, Changsheng1,2
发表期刊	IEEE TRANSACTIONS ON MULTIMEDIA
	2012
卷号	14 期号:3 页码:586-596
文章类型	Article
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.
关键词	Character Identification Graph Edit Graph Matching Graph Partition Sensitivity Analysis
WOS标题词	Science & Technology ; Technology
关键词[WOS]	SENSITIVITY-ANALYSIS ; VIDEO ; MODELS
收录类别	SCI ; ISTP
语种	英语
WOS研究方向	Computer Science ; Telecommunications
WOS类目	Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS记录号	WOS:000304166300010
引用统计	被引频次：28[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/2853
专题	多模态人工智能系统全国重点实验室_多媒体计算
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
第一作者单位	模式识别国家重点实验室
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.

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