Knowledge Commons of Institute of Automation,CAS
Video-based face recognition using Bayesian inference model | |
Fan, W; Wang, YH; Tan, TN; Kanade, T; Jain, A; Ratha, NK | |
发表期刊 | AUDIO AND VIDEO BASED BIOMETRIC PERSON AUTHENTICATION, PROCEEDINGS |
2005 | |
卷号 | 3546页码:122-130 |
文章类型 | Article |
摘要 | There 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标题词 | Science & Technology ; Technology |
关键词[WOS] | NONLINEAR DIMENSIONALITY REDUCTION |
收录类别 | ISTP ; SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence ; Computer Science, Theory & Methods |
WOS记录号 | WOS:000231117100013 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9088 |
专题 | 09年以前成果 |
作者单位 | 1.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 |
推荐引用方式 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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