CASIA OpenIR  > 09年以前成果
Face recognition using overcomplete independent component analysis
Cheng, J; Lu, HQ; Chen, YW; Zeng, XY; Palade, V; Howlett, RJ; Jain, L
Source PublicationKNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS
2003
Volume2773Pages:1443-1448
SubtypeArticle
AbstractMost current face recognition algorithms find a set of basis functions in a subspace by training the input data. However, in many applications, the training data is limited or only a few training data are available. In the case, these classic algorithms degrade rapidly. The overcomplete independent component analysis (overcomplete ICA) can separate out more source signals than the input data. In this paper, we use the overcomplete ICA for face recognition with the limited training data. The experimental results show that the overcomplete ICA can improve efficiently the recognition rate.
WOS HeadingsScience & Technology ; Technology
WOS KeywordSEPARATION
Indexed ByISTP ; SCI
Language英语
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:000186518000194
Citation statistics
Cited Times:1[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/9884
Collection09年以前成果
Affiliation1.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
2.Univ Ryukyus, Fac Engn, Dept EEE, Nishihara, Okinawa 90301, Japan
Recommended Citation
GB/T 7714
Cheng, J,Lu, HQ,Chen, YW,et al. Face recognition using overcomplete independent component analysis[J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS,2003,2773:1443-1448.
APA Cheng, J.,Lu, HQ.,Chen, YW.,Zeng, XY.,Palade, V.,...&Jain, L.(2003).Face recognition using overcomplete independent component analysis.KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS,2773,1443-1448.
MLA Cheng, J,et al."Face recognition using overcomplete independent component analysis".KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS 2773(2003):1443-1448.
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