CASIA OpenIR  > 09年以前成果
Video-based face recognition using Bayesian inference model
Fan, W; Wang, YH; Tan, TN; Kanade, T; Jain, A; Ratha, NK
Source PublicationAUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS
2005
Volume3546Pages:122-130
SubtypeArticle
AbstractThere has been a flurry of works on video sequence-based face recognition in recent years. One of the hard problems in this area is how to effectively combine the facial configuration and temporal dynamics for the recognition task. The proposed method treats this problem in two steps. We first construct several view specific appearance sub-manifolds learned from the training video frames using locally linear embedding (LLE). A general Bayesian inference model is then fit on the recognition task, transforming the complicated maximum likelihood estimation to some elegant distance measures in the learned sub-manifolds. Experimental results on a middle-scale video database demonstrate the effectiveness and flexibility of our proposed method.
WOS HeadingsScience & Technology ; Technology
WOS KeywordNONLINEAR DIMENSIONALITY REDUCTION
Indexed ByISTP ; SCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence ; Computer Science, Theory & Methods
WOS IDWOS:000231117100013
Citation statistics
Cited Times:12[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9088
Collection09年以前成果
Affiliation1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
2.Bei Hang Univ, Sch Engn & Comp Sci, Beijing 100083, Peoples R China
Recommended Citation
GB/T 7714
Fan, W,Wang, YH,Tan, TN,et al. Video-based face recognition using Bayesian inference model[J]. AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,2005,3546:122-130.
APA Fan, W,Wang, YH,Tan, TN,Kanade, T,Jain, A,&Ratha, NK.(2005).Video-based face recognition using Bayesian inference model.AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS,3546,122-130.
MLA Fan, W,et al."Video-based face recognition using Bayesian inference model".AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS 3546(2005):122-130.
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