Probabilistic minutia distribution in biometric fingerprint images

  • Sergey Rassomakhin V. N. Karazin Kharkiv National University, Kharkiv
  • Alexandr Kuznetsov V. N. Karazin Kharkiv National University, Kharkiv
  • Vladimir Shlokin V. N. Karazin Kharkiv National University, Kharkiv
  • Ivan Belozertsev V. N. Karazin Kharkiv National University, Kharkiv
  • Roman Serhiienko National Army Academy named after Hetman Petro Sahaidachnyi, Lviv
Keywords: biometric authentication;, fingerprint images;, minutia;

Abstract

The analysis of the fingerprint scanning results shows an extremely small degree of similarity among the obtained images. The cause of the problem mentioned above is not only the complexity of the procedure itself, but also the imperfection of the used recognition algorithms. The research involves development of a mathematical model for the probabilistic minutia distribution in biometric fingerprint images. The suggested model is based on heuristic analysis of the fingerprint scanning results with account for the nature of the potential errors. She allows to model a typical minutiae behavior in the biometric fingerprint images.

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Author Biographies

Sergey Rassomakhin, V. N. Karazin Kharkiv National University, Kharkiv

Doctor of Sciences (Engineering), Full Professor, Head of the department , Academician of the Academy of Applied Radioelectronics Sciences

Alexandr Kuznetsov, V. N. Karazin Kharkiv National University, Kharkiv

Doctor of Sciences (Engineering), Full Professor, Academician of the Academy of Applied Radioelectronics Sciences

Vladimir Shlokin, V. N. Karazin Kharkiv National University, Kharkiv

Director of the Innovation Center

Ivan Belozertsev, V. N. Karazin Kharkiv National University, Kharkiv

student

References

Xudong Jiang and Wei-Yun Yau "Fingerprint minutiae matching based on the local and global structures, "Proceedings 15th International Conference on Pattern Recognition. ICPR-2000, Barcelona, 2000, pp. 1038-1041 Vol. 2.

D. Maltoni, D.Maio, A.K.Jain, S.Prabhakar. Handbook of Fingerprint Recognition, Springer, New York, 2003.

“Privacy Enhancing Technologies for Biometric Data”, 2015. [On-line]. Internet: http://www.cs.haifa.ac.il/~orrd/PrivDay/2015/

“Privacy Enhancing Technologies for Biometric Data”, 2016. [On-line]. Internet: http://www.cs.haifa.ac.il/~orrd/PrivDay/

N. K. Ratha, K. Karu, Shaoyun Chen and A. K. Jain, "A real-time matching system for large fingerprint databases," in IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 18, No. 8, pp. 799-813, Aug 1996.

ISO/IEC 19794-2. Information technology – Biometric data interchange formats – Part 2: Finger minutiae data.

ISO/IEC 19794-3. Information technology – Biometric data interchange formats – Part 3: Finger pattern spectral data.

ISO/IEC 19794-4. Information technology – Biometric data interchange formats – Part 4: Finger image data.

ISO/IEC 19794-5. Information technology – Biometric data interchange formats – Part 5: Face image data.

Craw, I., Costen, N.P., Kato, T., Akamatsu, S., “How should we represent faces for automatic recognition?”, IEEE Trans. Pat. Anal. Mach. Intel. 21725–736, 1999.

Draper, B.A., Baek, K., Bartlett, M.S., Beveridge, J.R., “Recognizing faces with PCA and ICA”, Computer Vision and Image Understanding, 91:115-137, 2003.

C. Xiang, X.A. Fan, T.H. Lee. “Face recognition using recursive Fisher linear discriminant.” Communications, Circuits and Systems. – 2004. – Vol. 2. – pp. 27-29.

“FVC2004. Fingerprint Verification Competetion. Databases”. [On-line]. Internet: http://bias.csr.unibo.it/fvc2004/databases.asp

“SourceAFIS for Java and .NET”. [On-line]. Internet: https://sourceafis.machinezoo.com/

“SourceAFIS Fingerprint recognition library for .NET and experimentally for Java”. [On-line]. Internet: https://source-forge.net/projects/sourceafis/

Published
2018-11-26
Cited
How to Cite
Rassomakhin, S., Kuznetsov, A., Shlokin, V., Belozertsev, I., & Serhiienko, R. (2018). Probabilistic minutia distribution in biometric fingerprint images. Computer Science and Cybersecurity, (2), 32-39. Retrieved from https://periodicals.karazin.ua/cscs/article/view/12030
Issue
No. 2 (2018)
Section
Статті

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