A PALMPRINT RECOGNITION ALGORITHM USING PRINCIPAL COMPONENT ANALYSIS OF PHASE INFORMATION

被引:2
作者
Iitsuka, Satoshi [1 ]
Miyazawa, Kazuyuki [1 ]
Aoki, Takafumi [1 ]
机构
[1] Tohoku Univ, Grad Sch Informat Sci, Sendai, Miyagi 9808579, Japan
来源
2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6 | 2009年
关键词
palmprint recognition; phase information; principal component analysis; biometrics;
D O I
10.1109/ICIP.2009.5413706
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a palmprint recognition algorithm using Principal Component Analysis (PCA) of phase information in 2D (two-dimensional) Discrete Fourier Transforms (DFTs) of palmprint images. To achieve highly robust palmprint recognition, the proposed algorithm (i) limits the frequency bandwidth, and (ii) averages phase spectra using multiple palmprint images captured from the same hand at an enrollment stage. Through a set of experiments, we demonstrate that the proposed method can significantly reduce computational cost without sacrificing recognition performance compared with our previous work using Phase-Only Correlation (POC) - an image matching technique using the phase components in 2D DFTs of given images. Also, the resulting performance is much higher than those of conventional palmprint recognition algorithms which apply PCA to palmprint Mines, or phase spectra directly.
引用
收藏
页码:1973 / 1976
页数:4
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