Fingerprint analysis and singular point detection

被引:34
作者
Huang, Ching-Yu
Liu, Li-Min [1 ]
Hung, D. C. Douglas
机构
[1] Chung Yuan Christian Univ, Dept Math Appl, Chungli, Taiwan
[2] Univ Med & Dent New Jersey, New Jersey Dent Sch, Ctr Pharmacogenom & Complex Dis Res, Newark, NJ USA
[3] New Jersey Inst Technol, Coll Comp, Dept Comp Sci, Newark, NJ 07102 USA
关键词
fingerprint; fault line; singular points; directional image; fingerprint classification;
D O I
10.1016/j.patrec.2007.04.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Correctly locating singular points (core and delta points) is crucial for most fingerprint classification and recognition applications. In this paper, we propose an algorithm to compute pixel direction and in return create essential primitive features called fault lines. By analyzing direction sequence of fault lines, we are able to provide a computational definition of singular points and distinguish different types of singular points. We also present a shrinking and expanding algorithm (SEA) based on a scale-pyramid model to extract singular points within an area as small as 2 x 2 pixels from fingerprint images. Our algorithm is rotation insensitive and can be applied to all types of fingerprints. Fingerprint images from the FVC2004 database are used for an experimental test, and the accuracy rate of the algorithm on identifying singular points is 92.2% (97.6% for core and 83% for delta points). (C) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:1937 / 1945
页数:9
相关论文
共 24 条
[1]  
AILISTO H, 2003, INT J IMAGE GRAPHICS, V3, P401
[2]  
[Anonymous], 2000, 6534 NISTIR
[3]   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
[4]  
Bolle R.M., 2002, Biometric Authentication, P58, DOI 10.1007/3-540-47917-1_7
[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]  
Federal Bureau of Investigation, 1984, SCI FING CLASS US
[7]  
GRASSELLI A, 1969, METHODOL PATTERN REC
[8]  
Henry ER, 1900, Classification and uses of finger prints
[9]   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
[10]  
HUANG CY, 1998, THESIS NEW JERSY I T