模式识别与人工智能
Sunday, Apr. 13, 2025 Home      About Journal      Editorial Board      Instructions      Ethics Statement      Contact Us                   中文
  2011, Vol. 24 Issue (3): 417-424    DOI:
Articles Current Issue| Next Issue| Archive| Adv Search |
Bi Direction Weighted (2D)2 PCA with Eigenvalue Normalization One for Finger Vein Recognition

Download: PDF (506 KB)   HTML (1 KB) 
Export: BibTeX | EndNote (RIS)      
Abstract  To carry out the finger vein recognition quickly and effectively, an algorithm of finger vein recognition is proposed according to the characteristics of bidirection two dimensional principal component analysis ((2D)2PCA) reducing the dimensions. The algorithm is bidirection weighted (2D)2PCA with eigenvalue normalization one ((OW2D)2PCA) based on preprocessing image of the figure vein image. The effect of the rate of cumulate eigenvalue on (2D)2PCA is analyzed, and the effect of the weighted value, the weighted value with eigenvalue normalization one and the rate of cumulate eigenvalue on W(2D)2PCA、OW(2D)2PCA、(W2D)2PCA and (OW2D)2PCA are analyzed as well. Experimental results on our database of finger vein images show that the presented method achieves high recognition accuracy. The redundant information of eigenvectors extracted by (2D)2PCA is restrained strongly, and the bi direction weighted effect is better than the one direction weighted effect. The average recognition rate of (OW2D)2PCA is higher than those of 2DPCA、(2D)2PCA、W(2D)2PCA、(W2D)2PCA and OW(2D)2PCA.
Key wordsFinger Vein Recognition      Bi Direction Two Dimensional Principal Component Analysis ((2D)2PCA)      BiDirection Weighted (2D)2PCA ((W2D)2PCA)      BiDirection Weighted (2D)2PCA with Eigenvalue Normalization One ((OW2D)2PCA)     
ZTFLH: TP 391.41  
Service
E-mail this article
Add to my bookshelf
Add to citation manager
E-mail Alert
RSS
Articles by authors
GUAN Feng-Xu
WANG Ke-Jun
LIU Jing-Yu
MA Hui
Cite this article:   
GUAN Feng-Xu,WANG Ke-Jun,LIU Jing-Yu等. Bi Direction Weighted (2D)2 PCA with Eigenvalue Normalization One for Finger Vein Recognition[J]. , 2011, 24(3): 417-424.
URL:  
http://manu46.magtech.com.cn/Jweb_prai/EN/      OR     http://manu46.magtech.com.cn/Jweb_prai/EN/Y2011/V24/I3/417
Copyright © 2010 Editorial Office of Pattern Recognition and Artificial Intelligence
Address: No.350 Shushanhu Road, Hefei, Anhui Province, P.R. China Tel: 0551-65591176 Fax:0551-65591176 Email: bjb@iim.ac.cn
Supported by Beijing Magtech  Email:support@magtech.com.cn