CFP last date
20 May 2024
Reseach Article

Fuzzy based Filtering Approach on Histogram Specification for Fingerprint Image Enhancement

by Dr.S.Arumuga Perumal, T.C. Rajakumar, Dr.N.Krishnan
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 23 - Number 8
Year of Publication: 2011
Authors: Dr.S.Arumuga Perumal, T.C. Rajakumar, Dr.N.Krishnan
10.5120/2905-3815

Dr.S.Arumuga Perumal, T.C. Rajakumar, Dr.N.Krishnan . Fuzzy based Filtering Approach on Histogram Specification for Fingerprint Image Enhancement. International Journal of Computer Applications. 23, 8 ( June 2011), 30-33. DOI=10.5120/2905-3815

@article{ 10.5120/2905-3815,
author = { Dr.S.Arumuga Perumal, T.C. Rajakumar, Dr.N.Krishnan },
title = { Fuzzy based Filtering Approach on Histogram Specification for Fingerprint Image Enhancement },
journal = { International Journal of Computer Applications },
issue_date = { June 2011 },
volume = { 23 },
number = { 8 },
month = { June },
year = { 2011 },
issn = { 0975-8887 },
pages = { 30-33 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume23/number8/2905-3815/ },
doi = { 10.5120/2905-3815 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:09:37.804696+05:30
%A Dr.S.Arumuga Perumal
%A T.C. Rajakumar
%A Dr.N.Krishnan
%T Fuzzy based Filtering Approach on Histogram Specification for Fingerprint Image Enhancement
%J International Journal of Computer Applications
%@ 0975-8887
%V 23
%N 8
%P 30-33
%D 2011
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Fingerprint identification is the most important area in biometric identification. The quality of the fingerprint image is an important one for a reliable matching process. The contrast of the image can be enhanced at the preprocessing stage of fingerprint matching. Contrast is the difference between two neighboring pixels. In this paper we describe a fuzzy modeling approach which may be used for reducing the noise and increaseing the brightness of the ridges. Fuzzy filter values are analyzed and better results are produced in the image domain. The probabilities of gray values are determined from the position of the input image pixel. The result indicates the good performance of the proposed fuzzy histogram.

References
  1. Danielsson P E and Ye Q Z. 1988, “Rotation-Invariant Operators Applied to Enhancement of Fingerprints”, Proc. Ninth ICPR, pp. 329-333, Rome.
  2. Daugman 1985 , “Uncertainty Relation for Resolution in Space, Spatial-Frequency, and Orientation Optimized by Two Dimensional Visual Cortical Filters”, J. Optical Soc. Am., Vol. 2, pp. 1,160-1,169.
  3. Dinu Coltuc, Philippe Bolon and Jean Marc Chassery 2007, “Exact Histogram Specification”, IEEE Trans., Image Processing, Vol. 15.
  4. Dong Liang Peng, Tie-Junwc 2002, “A Generalized Image Enhancement Algorithm Using Fuzzy Sets and its Application”, IEEE Trans., Machine Learning and Cybermetrics, Beijing., pp. 820-823.
  5. Dubois D and Prade H. 1980, “Fuzzy Sets and Systems”, Theory and Application, New York: Academic.
  6. Gonzalez R Wood. R 2009, Digital Image Processing, pearson Edn.
  7. Hong L, Wan Y and Jain A 1998, “Fingerprint Image Enhancement:Algorithm and performance Evaluation”, IEEE Trans. Pattern Anal. Machine Intell., Vol. 20, pp 777-789, Aug.
  8. Jawaher C.V and Ray A.K. 1996 “Fuzzy Statistics of Digital Images”, IEEE Signal Processing Letters, Vol. 8., August.
  9. Kundu. S. 1998 “A Solution to Histogram Equalization and other related problems by shortest path methods”, “Pattern recognit., Vol.31, no. 3, pp. 231-234.
  10. Pal S K 1980, King R A., Image Enhancement Using Fuzzy Sets, Electronics Letters, 16(10), pp. 376-378.
  11. Saint Marc P et. al. 1991, “Adaptive Smoothing: A General Tool for Early Vision”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 13, No. 6, pp 514-529, June.
  12. Sen Wang, Yangsheng Wang. 2004, “Fingerprint Enhancement in the Singular Point Area”, IEEE Signal Processing Letters, Vol. 11, no. 1, January.
  13. Srinivasan V S and Murthy N N 1992, “Detection of singular points in fingerprint images”, Pattern Recognit., Vol. 25, no.2,pp. 139-153.
  14. Yang. X and Toh P S. 1995, “Adaptive Fuzzy Multilevel Median Filters”, IEEE Trans. Image Processing, Vol.4, PP 680-682.
  15. Zadeh L A. 1973, “Outline of a new approach to the analysis of Complex system and Decision Process”, IEEE Trans. Syst., Man, Cybern., Vol. SMC-3, pp 28-44.
Index Terms

Computer Science
Information Sciences

Keywords

Image Enhancement Contrast Fuzzy Logic Fuzzy Statistics Fuzzy Filter Histogram Mean Variant Probability Density Function(PDF) Cumulative Density Function(CDF)