CASIA OpenIR  > 模式识别国家重点实验室  > 多媒体计算与图形学
Robust Face-Name Graph Matching for Movie Character Identification
Sang, Jitao1,2; Xu, Changsheng1,2
Source PublicationIEEE TRANSACTIONS ON MULTIMEDIA
2012
Volume14Issue:3Pages:586-596
SubtypeArticle
AbstractAutomatic 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.
KeywordCharacter Identification Graph Edit Graph Matching Graph Partition Sensitivity Analysis
WOS HeadingsScience & Technology ; Technology
WOS KeywordSENSITIVITY-ANALYSIS ; VIDEO ; MODELS
Indexed BySCI ; ISTP
Language英语
WOS Research AreaComputer Science ; Telecommunications
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
WOS IDWOS:000304166300010
Citation statistics
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/2853
Collection模式识别国家重点实验室_多媒体计算与图形学
Affiliation1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
2.China Singapore Inst Digital Media, Singapore 119613, Singapore
First Author AffilicationChinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100190, Peoples R China
Recommended Citation
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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