Comparative Study on Various Fingerprint Image Enhancement Techniques

Authors

  • R Rajin PG Scholar: dept. of CSE, Vimal Jyothi Engineering College, Kannur, India
  • AjithKumar R Asst. Professor, dept. of CSE, Vimal Jyothi Engineering College, Kannur, India

Keywords:

Image Enhancement, Spatial Domain, Frequency Domain

Abstract

Fingerprints are the oldest and most widely used form of biometric identification. The performance of any fingerprint recognizer highly depends on the fingerprint image quality. Different types of noises in the fingerprint images pose greater difficulty for recognizers. However, fingerprint images are rarely of perfect quality. They may be degraded and corrupted due to variations in skin and impression conditions. Thus, image enhancement techniques are employed prior to minutiae extraction to obtain a more reliable estimation of minutiae locations. Image enhancement can be done using both spatial and frequency domain techniques. Most Automatic Fingerprint Identification Systems (AFIS) use some form of image enhancement. Therefore, this paper describes various techniques for fingerprint image enhancement.

References

. S Greenberg, M Aladjem, D Kogan, and I Dimitrov, ”Fingerprint image enhancement using filtering techniques,” ICPR, pp. 326-329, 2000.

. K. Srinivasan, C. Chandrasekar,An Efficient Fuzzy Based Filtering Technique for Fingerprint Image Enhancement, AJSR,ISSN 1450-223X,no.43, pp. 125-140, 2012.

. R. C. Gonzalez and R E. Woods, Digital Image Processing. Englewood Cliffs, NJ: Prentice-Hall, 2004.

. L. Hong, Y. Wan, A. Jain, Fingerprint Image Enhancement: Algorithm and Performance Evaluation, IEEE Trans. Pattern Analysis Machine Intelligence, Vol. 20, no.8, pp.777-789, 1998.

. Byung-Gyu Kim, Han-Ju Kim and Dong-Jo Park,New Enhancement Algorithm for Fingerprint Images, IEEE proceedings, Vol. 4651, no.2, pp. 1051-1055, 2002.

. Yigang Zhang, Yuhua Jiao, Juncao Li, Xiamu Niu, A Fingerprint Enhancement Algorithm using a Federated Filter,HIT,China,2002.

. J. Yang, L. Liu, T. Jiang, Yong Fan, An improved method for extraction of fingerprint features In: Proc. 2nd ICIG, SPIE, Vol. 4875, no.1, pp. 552558, 2003.

. Chaohong Wu, Zhixin Shi and Venu Govindaraju, Finger print image Enhancement method using directional median Filter, Elsevier Science, pp. 250-256, 2004.

. Mohd. A. U. Khan, M. Khalid Khan, M.Aurangzeb Khan, Fingerprint Image Enhancement Using Decimation-Free Directional Filter Bank, Information Technology Journal, Vol. 4, no. 1,pp.16-20, 2005.

. Mohd. A. U. Khan, M. Khalid Khan, M.Aurangzeb Khan, Fingerprint Image Enhancement Using Decimation-Free Directional Filter Bank, Information Technology Journal, Vol. 4, no. 1,pp.16-20, 2005.

. H. Fronthaler, K. Kollreider and J. Bigun, Pyramid based Image Enhancement of Fingerprints,Halmstad University, SE-30118, Sweden, 2007.

. M. Sepasian, W. Balachandran and C. Mares, Image Enhancement for Fingerprint Minu-tiae Based Algorithms Using CLAHE, Standard

Deviation Analysis and Sliding Neighborhood,WCECS, pp.1199-1203, 2008.

. Xue Jun-tao, Liu Jie Liu Zheng-guang, An enhancement algorithm for low quality fingerprint image based on edge filter and Gabor ilter, Proc. of SPIE, Vol. 7383,2009.

. Soweon Yoon, Jianjiang Feng and Anil K. Jain, On Latent Fingerprint Enhance-ment,Michigan State University, MI 48824, USA,2010.

. J. Choudhary, Dr.S. Sharma, J.S. Verma, A New Framework for improving low Quality Fingerprint Images, IJCTA, Vol.2, no.6, pp. 1859 -1866,2011.

. I.G. Babatunde, A. O.Charles, A. B.Kayode and O.Olatubosun,Fingerprint Image Enhancement: Segmentation to Thinning, IJACSA, Vol.3,no.1, pp.15-24, 2012.

. B. G. Sherlock, D. M. Munro, and K. Millard,Algorithm for Enhancing Fingerprint Images, Electronics Letters,Vol. 28, no. 18, pp. 1720-1721, 1994.

. J. Strom Bartunek, M. Nilsson, J. Nordberg and I. Claesson, Adaptive Fingerprint Bina-rization by Frequency Domain Analysis,IEEE transaction, pp. 598-602, 2006.

. Sharat S. Chikkerur, Alexander N. Cartwright and Venu Govindaraju, Fingerprint Image Enhancement using STFT Analsis, Pattern

Recognition,Vol.40,pp.198-211,2007.

. Tanaya Mandal and Q. M. Jonathan Wu, A Small Scale Fingerprint Matching Scheme Using Digital Curvelet Transform,IEEE Conf. on

SMC,pp.1534-1538, 2008.

. Andelija M. Raicevic and Brankica M. Popovic, An Effective and Robust Finger-print Enhancement by Adaptive Filtering in Frequency Domain,FACTA Universities conference,Vol.22,No.1,pp.91-104,2009.

. P.Sutthiwichaiporn,V. Areekul, and S. Jirachaweng, Iterative Fingerprint Enhancement with Matched Filtering and Quality Diffusion in

Spatial-Frequency Domain, ICPR, DOI 10.1109/ICPR.2010.313,pp.1257-1260,2010.

. C.Nandini, C.N.Ravikumar, Improved Fingerprint Image representation for recognition, IJCSIT, MIT Publication, Vol. 01, no.2, pp.59-

, 2011.

. Dinesh Kumar Misra, Dr S.P. Tripathi, Fingerprint Image Enhancement Based on Energy Minimisation Principle, IJCSC, Vol.3, no.1, pp.165-170, 2012.

. Vijay Kumar Sagar and Koh Jit Beng Alex, Hybrid Fuzzy Logic and Neural Network Modelfor Fingerprint Minutiae Extraction,IEEE Transaction, 7803, pp.3255-3259, 1999.

. D.Bennet and Dr. S. Arumuga Perumal, Fingerprint: DWT, SVD Based Enhancement and Significant Contrast for Ridges and Valleys

Using Fuzzy Measures, JCSE, Vol. 6, no.1, pp.36-42,2011.

. Jucheng Yang, Naixue Xiong and Athanasios V. Vasilakos, Two Stage Enhancemet Scheme for Low-Quality fingerprint images by learning from images, IEEE Transactions on Human Machine System, Vol. 43,no.2,March,2013.

Downloads

Published

2024-02-26

How to Cite

R, R., & AjithKumar, R. (2024). Comparative Study on Various Fingerprint Image Enhancement Techniques. COMPUSOFT: An International Journal of Advanced Computer Technology, 4(02), 1502–1508. Retrieved from https://ijact.in/index.php/j/article/view/261

Issue

Section

Original Research Article

Similar Articles

<< < 1 2 3 4 5 6 7 8 9 10 > >> 

You may also start an advanced similarity search for this article.