A novel regularized fisher discriminant method for face recognition based on subspace and rank lifting scheme
文献类型：期刊论文
| 作者 | Chen, WS; Yuen, PC; Huang, J; Lai, JH; Tang, JL |
| 刊名 | AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION, PROCEEDINGS
 |
| 出版日期 | 2005 |
| 卷号 | 3784页码:152-159 |
| 关键词 | face recognition linear discriminant analysis small sample size problem regularized method null space |
| ISSN号 | 0302-9743 |
| 英文摘要 | The null space N(S(t)) of total scatter matrix St contains no useful information for pattern classification. So, discarding the null space N(St) results in dimensionality reduction without loss discriminant power. Combining this subspace technique with proposed rank lifting scheme, a new regularized Fisher discriminant (SL-RFD) method is developed to deal with the small sample size (S3) problem in face recognition. Two public available databases, namely FERET and CMU PIE databases, are exploited to evaluate the proposed algorithm. Comparing with existing LDA-based methods in solving the S3 problem, the proposed SL-RFD method gives the best performance. |
| WOS研究方向 | Computer Science |
| 语种 | 英语 |
| WOS记录号 | WOS:000234342700020 |
| 出版者 | SPRINGER-VERLAG BERLIN |
| 源URL | [http://ir.amss.ac.cn/handle/2S8OKBNM/1098]  |
| 专题 | 中国科学院数学与系统科学研究院 |
| 作者单位 | 1.Shenzhen Univ, Dept Math, Shenzhen 518060, Guangdong, Peoples R China 2.CAS, Key Lab Math Mech, Beijing 100080, Peoples R China 3.Hong Kong Baptist Univ, Dept Comp Sci, Hong Kong, Hong Kong, Peoples R China 4.Sun Yat Sen Univ, Dept Math, Guangzhou 510275, Peoples R China |
| 推荐引用方式 GB/T 7714 | Chen, WS,Yuen, PC,Huang, J,et al. A novel regularized fisher discriminant method for face recognition based on subspace and rank lifting scheme[J]. AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION, PROCEEDINGS,2005,3784:152-159. |
| APA | Chen, WS,Yuen, PC,Huang, J,Lai, JH,&Tang, JL.(2005).A novel regularized fisher discriminant method for face recognition based on subspace and rank lifting scheme.AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION, PROCEEDINGS,3784,152-159. |
| MLA | Chen, WS,et al."A novel regularized fisher discriminant method for face recognition based on subspace and rank lifting scheme".AFFECTIVE COMPUTING AND INTELLIGENT INTERACTION, PROCEEDINGS 3784(2005):152-159. |
入库方式： OAI收割
来源：数学与系统科学研究院
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。