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Reseach Article

A New and Effective Approach for Fingerprint Recognition by using Feed Forward Back Propagation Neural Network

by Jyoti Rajharia, P. C. Gupta
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 52 - Number 10
Year of Publication: 2012
Authors: Jyoti Rajharia, P. C. Gupta
10.5120/8239-1492

Jyoti Rajharia, P. C. Gupta . A New and Effective Approach for Fingerprint Recognition by using Feed Forward Back Propagation Neural Network. International Journal of Computer Applications. 52, 10 ( August 2012), 20-28. DOI=10.5120/8239-1492

@article{ 10.5120/8239-1492,
author = { Jyoti Rajharia, P. C. Gupta },
title = { A New and Effective Approach for Fingerprint Recognition by using Feed Forward Back Propagation Neural Network },
journal = { International Journal of Computer Applications },
issue_date = { August 2012 },
volume = { 52 },
number = { 10 },
month = { August },
year = { 2012 },
issn = { 0975-8887 },
pages = { 20-28 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume52/number10/8239-1492/ },
doi = { 10.5120/8239-1492 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T20:51:55.429238+05:30
%A Jyoti Rajharia
%A P. C. Gupta
%T A New and Effective Approach for Fingerprint Recognition by using Feed Forward Back Propagation Neural Network
%J International Journal of Computer Applications
%@ 0975-8887
%V 52
%N 10
%P 20-28
%D 2012
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Fingerprint recognition is one of the oldest form of biometric identification. It has been used for over a century because of their uniqueness and consistency over time. In this paper a new approach has been used in which feed forward back propagation neural network is implemented through matlab. The result obtained shows that the proposed approach somewhat improves the performance compared to the previous approaches.

References
  1. http://en. Wikipedia. org/wiki/Fingerprint_recognitin.
  2. . Mohamed. S. M and Nyongesa. H, "Automatic Fingerprint Classification System using Fuzzy Neural techniques", IEEE International Conference on Artificial Neural Networks, vol. 1, pp. 358-362, (2002).
  3. Ching-Tang Hsieh and Chia-Shing –u, "Humanoid Fingerprint Recognition Based on Fuzzy Neural Network", International Conference on Circuit, Systems, Signal and Telecommunications, pp. 85-90, (2007).
  4. . Haiping Lu, Xudong Jiang and Wei-Yun Yau, "Effective and Efficient Fingerprint Image Post processing", International Conference on Control, Automation, Robotics and Vision, vol. 2, pp. 985- 989, (2002)
  5. . Prabhakar, S, Jain, A. K, Jianguo Wang, Pankanti S, Bolle, "Minutia Verification and Classification for Fingerprint Matching", International Conference on Pattern Recognition vol. 1, pp. 25-29, (2002).
  6. Ballan. M, "Directional Fingerprint Processing", International Conference on Signal Processing, vol. 2, pp. 1064-1067, (1998).
  7. . G. Sambasiva Rao, C. NagaRaju, L. S. S. Reddy and E. V. Prasad, "A Novel Fingerprints Identification System Based on the Edge Detection", International Journal of Computer Science and Network Security, vol
  8. . M. R. Girgisa, A. A. Sewisyb and R. F. Mansourc, "Employing Generic Algorithms for Precise Fingerprint Matching Based on Line Extraction", Graphics, Vision and Image Procession Journal, vol. 7, pp. 51-59, (2007).
  9. . Duresuoquian Miao, Qingshi Tang, and Wenjie Fu, "Fingerprint Minutiae Extraction Based on Principal Cures", the Journal of the Pattern Recognition Letters, vol. 28, pp. 2184 2189, (2007).
  10. . Alessandra Lumini, and Loris Nann, "Advanced Methods for Two-Class Pattern Recognition Problem Formulation for Minutiae Based Fingerprint Verification", the Journal of the Pattern Recognition Letters, vol. 29, pp. 142-148, (2008).
  11. Jain Anil, Prabhakar Salil, and Hong Lin, "A Multichannel Approach to Fingerprint Classification,' IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 21, pp. 348- 359, 1999
  12. Kamijo Masayoshi, "Classifying Fingerprint Images using Neural Network: Deriving the Classification State," IEEE International Conference on Neural network, vol. 3, pp. 1932-1937, 1993.
  13. http://en. wikipedia. org/Wiki/Pattern_matching
  14. homepage. inf. ed. ac. uk/rbf/IAPR/researchers/PPRPAGES/pprtut. htm
  15. Bhishop M. Christopher, (2010) "Neural Networks for Pattern Recognition", pp. 1-10
Index Terms

Computer Science
Information Sciences

Keywords

Pattern recognition biometric identification feed forward back propagation neural network matlab