Knowledge Commons of Institute of Automation,CAS
Face recognition using overcomplete independent component analysis | |
Cheng, J; Lu, HQ; Chen, YW; Zeng, XY; Palade, V; Howlett, RJ; Jain, L | |
发表期刊 | KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS |
2003 | |
卷号 | 2773页码:1443-1448 |
文章类型 | Article |
摘要 | Most 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标题词 | Science & Technology ; Technology |
关键词[WOS] | SEPARATION |
收录类别 | ISTP ; SCI |
语种 | 英语 |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000186518000194 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9884 |
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.Univ Ryukyus, Fac Engn, Dept EEE, Nishihara, Okinawa 90301, Japan |
推荐引用方式 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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