Fingerprint Image Enhancement Based on Morphological Filter

Fingerprint image enhancement is a essential preprocessing step to ensure good performance in Automatic Fingerprint Identification System (AFIS). In this paper, we proposed a new fingerprint enhancement algorithm based on morphological filter. This algorithm first employs the idea of median filtering based on the Mehtre method to obtain a reliable ridge orientation field. And then it designes a morphological structuring element database to save structuring element templates of all directions. Finally, in order to remove the empty and rupture in the ridge, the morphological closing operation is employed through selecting the corresponding template according to the local ridge orientation. We have tested the algorithm on FVC2004 fingerprint database DB2. Experimental results indicate that the proposed algorithm can obtain great results at both the orientation field estimation and the minutiae detection performance.

[1]  Wei Wang,et al.  Design and implementation of Log-Gabor filter in fingerprint image enhancement , 2008, Pattern Recognit. Lett..

[2]  Javed Ahmed Mahar,et al.  Gabor Based Fingerprints Verification of Property Document , 2009, 2009 International Conference on Digital Image Processing.

[3]  Rafael C. González,et al.  Digital image processing using MATLAB , 2006 .

[4]  Sen Wang,et al.  Fingerprint enhancement in the singular point area , 2004, IEEE Signal Processing Letters.

[5]  Anil K. Jain,et al.  Fingerprint Image Enhancement: Algorithm and Performance Evaluation , 1998, IEEE Trans. Pattern Anal. Mach. Intell..

[6]  B. Sherlock,et al.  Fingerprint enhancement by directional Fourier filtering , 1994 .

[7]  Xudong Jiang,et al.  Fingerprint Reference-Point Detection , 2005, EURASIP J. Adv. Signal Process..

[8]  Venu Govindaraju,et al.  Singularity Preserving Fingerprint Image Adaptive Filtering , 2006, 2006 International Conference on Image Processing.

[9]  Luo Xi-ping Image Enhancement and Minutia Matching Algorithms in Automated Fingerprint Identification System , 2002 .

[10]  Thien Hoang Van,et al.  Adaptive Noisy Fingerprint Enhancement Based on Orientation Consistency , 2009, 2009 International Conference on Knowledge and Systems Engineering.

[11]  Babu M. Mehtre,et al.  Segmentation of fingerprint images using the directional image , 1987, Pattern Recognit..

[12]  Venu Govindaraju,et al.  Fingerprint image enhancement method using directional median filter , 2004, SPIE Defense + Commercial Sensing.

[13]  Sharath Pankanti,et al.  FingerCode: a filterbank for fingerprint representation and matching , 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149).