Complex kernel PCA for multimodal biometric recognition

被引:3
|
作者
Wang, Zhifang [1 ]
Han, Qi [1 ]
Niu, Xiamu [1 ]
机构
[1] Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150006, Peoples R China
来源
IEICE ELECTRONICS EXPRESS | 2009年 / 6卷 / 16期
关键词
multimodal biometric recognition; feature fusion; complex field; FUSION;
D O I
10.1587/elex.6.1131
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This letter presents a novel multimodal biometric recognition algorithm based on complex kernel principle component analysis (CKPCA). CKPCA generalizes kernel principle component analysis (KPCA) method for complex field to perform feature fusion and classification. Iris and face are used as two distinct biometric modals to test our algorithm. Experimental results show that the proposed algorithm achieves much better performance than other conventional multimodal biometric algorithms.
引用
收藏
页码:1131 / 1136
页数:6
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