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A novel technique for singular point detection based on Poincaré index

Published: 05 December 2011 Publication History

Abstract

Singular points of a fingerprint are considered important global features. They are useful for fingerprint classification and matching because they can reduce the search time and space in large fingerprint databases and can also be regarded as reference points for fingerprint matching. In this paper, we implement a Poincaré Index based approach to detect singular points. Though Poincaré index approach can detect all true ground singular points, it also detects a number of spurious singular points. We use two techniques to remove spurious singular points, one of which is segmentation and the other is smoothing the orientation field of a fingerprint image. We propose a rule based approach to further remove spurious singular points. The experimental results show that our approach achieves total error rate of 8.46% on FVC 2002 databases.

References

[1]
D. Maltoni, D. Maio, A. K. Jain, and S. Parbhakar, Handbook of fingerprint recognition. New York: Springer, 2009.
[2]
H. C. Lee and R. E. Gaensslen, Advances in fingerprint technology. New York: Elsevier, 1991.
[3]
L. Hong, Y. F. Wan, and A. Jain, "Fingerprint image enhancement: Algorithm and performance evaluation," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20, pp. 777--789, Aug 1998.
[4]
M. Kawagoe and A. Tojo, "Fingerprint Pattern-Classification," Pattern Recognition, vol. 17, pp. 295--303, 1984.
[5]
K. Karu and A. K. Jain, "Fingerprint classification," Pattern Recognition, vol. 29, pp. 389--404, Mar 1996.
[6]
X. C. Wang, J. W. Li, and Y. M. Niu, "Definition and extraction of stable points from fingerprint images," Pattern Recognition, vol. 40, pp. 1804--1815, Jun 2007.
[7]
J. Zhou, J. W. Gu, and D. Zhang, "Singular points analysis in fingerprints based on topological structure and orientation field," Advances in Biometrics, Proceedings, vol. 4642, pp. 261--270, 2007.
[8]
J. Bo, Y. Y. Long, and C. D. Er, "A Novel Fingerprint Singular Point Detection Algorithm," Cea'09: Proceedings of the 3rd Wseas International Conference on Computer Engineering and Applications, pp. 97--100, 2009.
[9]
R. Cappelli, A. Lumini, D. Maio, and D. Maltoni, "Fingerprint classification by directional image partitioning," Ieee Transactions on Pattern Analysis and Machine Intelligence, vol. 21, pp. 402--421, May 1999.
[10]
B. G. Sherlock and D. M. Monro, "A Model for Interpreting Fingerprint Topology," Pattern Recognition, vol. 26, pp. 1047--1055, Jul 1993.
[11]
R. Cappelli, A. Erol, D. Maio, and D. Maltoni, "Synthetic fingerprint-image generation," 15th International Conference on Pattern Recognition, Vol 3, Proceedings, pp. 471--474, 2000.
[12]
L. L. Fan, S. G. Wang, H. F. Wang, and T. D. Guo, "Singular points detection based on zero-pole model in fingerprint images," Ieee Transactions on Pattern Analysis and Machine Intelligence, vol. 30, pp. 929--940, Jun 2008.
[13]
K. Nilsson and J. Bigun, "Registration of fingerprints by complex filtering and by 1D projections of orientation images," Audio and Video Based Biometric Person Authentication, Proceedings, vol. 3546, pp. 171--183, 2005.
[14]
M. Kass and A. Witkin, "Analyzing Oriented Patterns," Computer Vision Graphics and Image Processing, vol. 37, pp. 362--385, Mar 1987.
[15]
A. M. Bazen and S. H. Gerez, "Systematic methods for the computation of the directional fields and singular points of fingerprints," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, pp. 905--919, Jul 2002.
[16]
B. M. Mehtre, N. N. Murthy, S. Kapoor, and B. Chatterjee, "Segmentation of Fingerprint Images Using the Directional Image," Pattern Recognition, vol. 20, pp. 429--435, 1987.
[17]
B. M. Mehtre and B. Chatterjee, "Segmentation of Fingerprint Images - a Composite Method," Pattern Recognition, vol. 22, pp. 381--385, 1989.
[18]
(2002). FVC2002 - Fingerprint Verification Competition. Available: http://bias.csr.unibo.it/fvc2002/
[19]
X. L. Zheng, Y. S. Wang, and X. Y. Zhao, "A detection algorithm of singular points in fingerprint images combining curvature and orientation field," Intelligent Computing in Signal Processing and Pattern Recognition, vol. 345, pp. 593--599, 2006.

Cited By

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  • (2018)Combining multi-scale composite windows with hierarchical smoothing strategy for fingerprint orientation field computationBioMedical Engineering OnLine10.1186/s12938-018-0559-417:1Online publication date: 1-Oct-2018
  • (2017)Comparative analysis on different Region of Interest (RoI) extraction mechanisms for fingerprint2017 International Conference on Intelligent Sustainable Systems (ICISS)10.1109/ISS1.2017.8389261(690-694)Online publication date: Dec-2017
  • (2014)Partial Fingerprint Matching through Region-Based Similarity2014 International Conference on Digital Image Computing: Techniques and Applications (DICTA)10.1109/DICTA.2014.7008121(1-8)Online publication date: Nov-2014

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cover image ACM Other conferences
MoMM '11: Proceedings of the 9th International Conference on Advances in Mobile Computing and Multimedia
December 2011
318 pages
ISBN:9781450307857
DOI:10.1145/2095697
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 05 December 2011

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  1. Poincaré index
  2. fingerprint
  3. singular point

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Cited By

View all
  • (2018)Combining multi-scale composite windows with hierarchical smoothing strategy for fingerprint orientation field computationBioMedical Engineering OnLine10.1186/s12938-018-0559-417:1Online publication date: 1-Oct-2018
  • (2017)Comparative analysis on different Region of Interest (RoI) extraction mechanisms for fingerprint2017 International Conference on Intelligent Sustainable Systems (ICISS)10.1109/ISS1.2017.8389261(690-694)Online publication date: Dec-2017
  • (2014)Partial Fingerprint Matching through Region-Based Similarity2014 International Conference on Digital Image Computing: Techniques and Applications (DICTA)10.1109/DICTA.2014.7008121(1-8)Online publication date: Nov-2014

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