Knowledge Commons of Institute of Automation,CAS
Random independent subspace for face recognition | |
Cheng, J; Liu, QS; Lu, HQ; Chen, YW; Negoita, MG; Howlett, RJ; Jain, LC | |
发表期刊 | KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS |
2004 | |
卷号 | 3214页码:352-358 |
文章类型 | Article |
摘要 | Independent Component Analysis (ICA) is a popular approach for face recognition. However, face recognition is often a small sample size problem, which will weaken the recognition performance of ICA classifier. In this paper, a novel method is proposed to enhance ICA classifier for the small sample size problem. First, we use the random resampling method to generate some random independent subspaces, and a classifier is constructed in each subspace. Then a voting strategy is adopted to integrate these classifiers for discrimination. Experimental results on public available face database show that the proposed method can obvious improve the performance of ICA classifier. |
WOS标题词 | Science & Technology ; Technology |
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, Information Systems |
WOS记录号 | WOS:000224585400045 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/9958 |
专题 | 09年以前成果 |
作者单位 | Chinese Acad Sci, Natl Lab Pattern Recognit, Inst Automat, Beijing 100080, Peoples R China |
推荐引用方式 GB/T 7714 | Cheng, J,Liu, QS,Lu, HQ,et al. Random independent subspace for face recognition[J]. KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS,2004,3214:352-358. |
APA | Cheng, J.,Liu, QS.,Lu, HQ.,Chen, YW.,Negoita, MG.,...&Jain, LC.(2004).Random independent subspace for face recognition.KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS,3214,352-358. |
MLA | Cheng, J,et al."Random independent subspace for face recognition".KNOWLEDGE-BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 2, PROCEEDINGS 3214(2004):352-358. |
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