DocumentCode :
2083387
Title :
The enhancement of low quality fingerprint based on fractional calculus mask
Author :
Tao, Xunqiang ; Yang, Xin ; Zang, Yali ; Jia, Xiaofei ; Tian, Jie
Author_Institution :
Inst. of Autom., Beijing, China
fYear :
2012
fDate :
March 29 2012-April 1 2012
Firstpage :
164
Lastpage :
169
Abstract :
The performance of automatic fingerprint recognition systems highly depends on the quality of the fingerprint images. So it is important to implement a fingerprint image enhancement process before feature extraction and matching stages. In this paper, we propose an effective filtering method based on a fractional calculus mask to enhance fingerprint image. First an eight direction image is obtained in a convenient way. Then based on fractional calculus, a mask has been got on the eight direction of negative x-coordinate, positive x-coordinate, negative y-coordinate, positive y-coordinate, left downward diagonal, left upward diagonal, right downward diagonal, and right upward diagonal. Finally the mask is used to filter and enhance fingerprint images according to eight direction image. The proposed algorithm has been evaluated on the databases of fingerprint verification competition 2004DB3 (FVC2004). The experimental results confirm that the proposed algorithm is effective for low quality fingerprint image enhancement.
Keywords :
feature extraction; filtering theory; fingerprint identification; image enhancement; image matching; FVC2004; automatic fingerprint recognition systems; feature extraction stage; feature matching stage; filtering method; fingerprint verification competition 2004DB3; fractional calculus mask; left downward diagonal; left upward diagonal; low quality fingerprint enhancement process; negative x-coordinate; negative y-coordinate; positive x-coordinate; positive y-coordinate; right downward diagonal; right upward diagonal; Calculus; Estimation; Fingerprint recognition; Fractional calculus; Image enhancement; Noise; Smoothing methods;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biometrics (ICB), 2012 5th IAPR International Conference on
Conference_Location :
New Delhi
Print_ISBN :
978-1-4673-0396-5
Electronic_ISBN :
978-1-4673-0397-2
Type :
conf
DOI :
10.1109/ICB.2012.6199803
Filename :
6199803
Link To Document :
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