Fingerprint orientation field estimation using ridge projection

被引:29
作者
Ji, Luping [1 ]
Yi, Zhang [1 ]
机构
[1] Univ Elect Sci & Technol China, Computat Intelligence Lab, Sch Engn & Comp Sci, Chengdu 610054, Peoples R China
基金
中国国家自然科学基金;
关键词
fingerprint orientation field; primary ridge; dual correction; PCNN;
D O I
10.1016/j.patcog.2007.09.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Orientation field plays an important role in fingerprint recognition system. This paper proposes a method for estimating four-direction orientation field. It consists of four steps: (i) preprocessing fingerprint image, (ii) determining the primary ridge of fingerprint block using neuron pulses of pulse coupled neural network (PCNN), (iii) estimating block direction by projective distance variance of such a ridge, instead of a full block and (iv) correcting the estimated orientation field. Experiments on the databases of FVC2004 show that the proposed method achieves good estimation accuracy with low computational time expense. In particular, this method shows good robustness to noise, and it can be integrated into a fingerprint recognition system to improve the performance. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1491 / 1503
页数:13
相关论文
共 29 条
[1]  
[Anonymous], 1998, IMAGE PROCESSING USI
[2]   Systematic methods for the computation of the directional fields and singular points of fingerprints [J].
Bazen, AM ;
Gerez, SH .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (07) :905-919
[3]  
Chan Y. H., 2004, Proceedings. Third International Conference on Image and Graphics, P286
[4]   FINGERPRINT RECOGNITION IN LOW-QUALITY IMAGES [J].
COETZEE, L ;
BOTHA, EC .
PATTERN RECOGNITION, 1993, 26 (10) :1441-1460
[5]   Markov random field models for directional field and singularity extraction in fingerprint images [J].
Dass, SC .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (10) :1358-1367
[6]   A combination model for orientation field of fingerprints [J].
Gu, JW ;
Zhou, J ;
Zhang, D .
PATTERN RECOGNITION, 2004, 37 (03) :543-553
[7]   Image shadow removal using pulse coupled neural network [J].
Gu, XD ;
Yu, DH ;
Zhang, LM .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 2005, 16 (03) :692-698
[8]   Fingerprint image enhancement: Algorithm and performance evaluation [J].
Hong, L ;
Wan, YF ;
Jain, A .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (08) :777-789
[9]   On-line fingerprint verification [J].
Jain, A ;
Hong, L ;
Bolle, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1997, 19 (04) :302-314
[10]  
JI L, 2007, IEEE T SYST MAN CYBE, V37