Palmprint recognition using eigenpalms features

被引:317
作者
Lu, GM
Zhang, D
Wang, KQ
机构
[1] Hong Kong Polytech Univ, Biometr Res Ctr, Dept Comp, Kowloon, Hong Kong, Peoples R China
[2] Harbin Inst Technol, Dept Comp Sci & Engn, Biocomp Res Lab, Harbin 150006, Peoples R China
关键词
K-L transform; Eigenpalms; palmprint recognition;
D O I
10.1016/S0167-8655(02)00386-0
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a palmprint recognition method based on eigenspace technology. By means of the Karhunen-Loeve transform, the original palmprint images are transformed into a small set of feature space, called "eigenpalms", which are the eigenvectors of the training set and can represent the principle components of the palmprints quite well. Then, the eigenpalm features are extracted by projecting a new palmprint image into the subspace spanned by the "eigenpalms", and applied to palmprint recognition with a Euclidean distance classifier. Experimental results illustrate the effectiveness of our method in terms of the recognition rate. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:1463 / 1467
页数:5
相关论文
共 10 条
[1]  
[Anonymous], 1999, Biometrics: personal identification in networked society
[2]  
[Anonymous], 2013, Automated biometrics: Technologies and systems
[3]   Matching of palmprints [J].
Duta, N ;
Jain, AK ;
Mardia, KV .
PATTERN RECOGNITION LETTERS, 2002, 23 (04) :477-485
[4]   Palmprint identification by Fourier transform [J].
Li, WX ;
Zhang, D ;
Xu, ZQ .
INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2002, 16 (04) :417-432
[5]   Dual eigenspace method for human face recognition [J].
Peng, H ;
Zhang, D .
ELECTRONICS LETTERS, 1997, 33 (04) :283-284
[6]   Automated personal identification by palmprint [J].
Shu, W ;
Zhang, D .
OPTICAL ENGINEERING, 1998, 37 (08) :2359-2362
[7]   EIGENFACES FOR RECOGNITION [J].
TURK, M ;
PENTLAND, A .
JOURNAL OF COGNITIVE NEUROSCIENCE, 1991, 3 (01) :71-86
[8]   Hierarchical palmprint identification via multiple feature extraction [J].
You, J ;
Li, WX ;
Zhang, D .
PATTERN RECOGNITION, 2002, 35 (04) :847-859
[9]   Two novel characteristics in palmprint verification: datum point invariance and line feature matching [J].
Zhang, DP ;
Shu, W .
PATTERN RECOGNITION, 1999, 32 (04) :691-702
[10]  
Zhu Y, 2000, INT C PATT RECOG, P797, DOI 10.1109/ICPR.2000.906196