Face recognition using kernel scatter-difference-based discriminant analysis
文献类型：期刊论文
| 作者 | Liu, Qingshan; Tang, Xiaoou; Lu, Hanqing ; Ma, Songde
|
| 刊名 | IEEE TRANSACTIONS ON NEURAL NETWORKS
 |
| 出版日期 | 2006-07-01 |
| 卷号 | 17期号:4页码:1081-1085 |
| 关键词 | face recognition Fisher linear discriminant analysis kernel scatter-difference-based discriminant analysis |
| 英文摘要 | There are two fundamental problems with the Fisher linear discrimittant analysis for face recognition. One is the singularity problem of the within-class scatter matrix due to small training sample size. The other is that it cannot efficiently describe complex nonlinear variations of face images because of its linear property. In this letter, a kernel scatter-difference-based discriminant analysis is proposed to overcome these two problems. We first use the nonlinear kernel trick to map the input data into an implicit feature space F. Then a scatter-difference-based discrinainant rule is defined to analyze the data in F. The proposed method can not only produce nonlinear discriminant features but also avoid the singularity problem of the within-class scatter matrix. Extensive experiments show encouraging recognition performance of the new algorithm. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Computer Science, Artificial Intelligence ; Computer Science, Hardware & Architecture ; Computer Science, Theory & Methods ; Engineering, Electrical & Electronic |
| 研究领域[WOS] | Computer Science ; Engineering |
| 关键词[WOS] | ALGORITHMS |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000238865200022 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9356]  |
| 专题 | 自动化研究所_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.Chinese Univ Hong Kong, Dept Informat Engn, Hong Kong, Peoples R China |
| 推荐引用方式 GB/T 7714 | Liu, Qingshan,Tang, Xiaoou,Lu, Hanqing,et al. Face recognition using kernel scatter-difference-based discriminant analysis[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS,2006,17(4):1081-1085. |
| APA | Liu, Qingshan,Tang, Xiaoou,Lu, Hanqing,&Ma, Songde.(2006).Face recognition using kernel scatter-difference-based discriminant analysis.IEEE TRANSACTIONS ON NEURAL NETWORKS,17(4),1081-1085. |
| MLA | Liu, Qingshan,et al."Face recognition using kernel scatter-difference-based discriminant analysis".IEEE TRANSACTIONS ON NEURAL NETWORKS 17.4(2006):1081-1085. |
入库方式： OAI收割
来源：自动化研究所
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