A New Approach to Fingerprint Detection Using a Combination of Minutiae Points and Invariant Moments Parameters
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Different types of fingerprint detection algorithms that are based on extraction of minutiae points are prevalent in recent literature. In this paper, we propose a new algorithm to locate the virtual core point/centroid of an image. The Euclidean distance between the virtual core point and the minutiae points is taken as a random variable. The mean, variance, skewness, and kurtosis of the random variable are taken as the statistical parameters of the image to observe the similarities or dissimilarities among fingerprints from the same or different persons. Finally, we verified our observations with a moment parameter-based analysis of some previous works.
Abstract
Different types of fingerprint detection algorithms that are based on extraction of minutiae points are prevalent in recent literature. In this paper, we propose a new algorithm to locate the virtual core point/centroid of an image. The Euclidean distance between the virtual core point and the minutiae points is taken as a random variable. The mean, variance, skewness, and kurtosis of the random variable are taken as the statistical parameters of the image to observe the similarities or dissimilarities among fingerprints from the same or different persons. Finally, we verified our observations with a moment parameter-based analysis of some previous works.
참고문헌 (25)
- S. C. Dass, "Fingerprint-Based Recognition", pp.262~276 (2007), Technometrics
- M. K. Khan, "Fingerprint Biometric-based Self-Authentication and Deniable Authentication Schemes for the Electronics World", IETE Tech Rev, 26(3), pp.191~195 (2009)
- S. W. Lee, "Fingerprint Recognition Using Wavelet Transform and Probabilistic Neural Network", International Joint Conference on Neural Network, 5, pp.3276~3279 (1999)
- A. K. Jain, "A Multichannel Approach to Fingerprint Classification", IEEE Transactions on PAMI, 21(4), pp.348~359 (1999)
- J. C. Yang, "A Fingerprint Verification Algorithm Using Tessellated Invariant Moment Features", Neurocomputing, 71, pp.1939~1946 (2008)
- Q. Zhao, "Adaptive Fingerprint Pore Modeling and Extraction", Pattern Recognition, 43, pp.2833~2844 (2010)
- D. Maltoni, "Handbook of Fingerprint Recognition", pp.135~137 (2003), Springer
- A.K. Jain, "Filterbank-based Fingerprint Matching", IEEE Transactions on Image Processing, 9(5), pp.846~859 (2000)
- M. S. Khalil, "Singular Points Detection Using Fingerprint Orientation Field Reliability", International Journal of Physical Sciences, 5(4), pp.352~357 (2010)
- C. L. Deepika, "Invariant Feature Extraction from Fingerprint Biometric Using Pseudo Zernike Moments", International Journal of Computer Communication and Information System, 2(1), pp.104~108 (2010)
- K. A. Nagaty, "An Adaptive Hybrid Energy-based Fingerprint Matching Technique", Image and Vision Computing, 23, pp.491~500 (2005)
- L. Nanni, "A Hybrid Wavelet-based Fingerprint Matcher", Pattern Recognition, 40(11), pp.3146~3151 (2007)
- A. Ross, "A Hybrid Fingerprint Matcher", Pattern Recognition, 36(7), pp.1661~1673 (2003)
- F. Benhammadi, "Fingerprint Matching From Minutiae Texture Maps", Pattern Recognition, 40(1), pp.189~97 (2007)
- M. Tico, "Wavelet Domain Features for Fingerprint Recognition", Electronics Letter, 37(1), pp.21~22 (2001)
- J. L. Garcia, "Invariant Moments Applied to Fingerprint Recognition", International Journal of Circuits, Systems and Signal Processing, 2, pp.180~187 (2008)
- M. S. Khalil, "Fingerprint Verification Based on Statistical Analysis", International Conference on Future Information Technology, pp.1~5 (2010)
- W. Zhang, "Singular Point Detection in Fingerprint Image", Asian Conference on Computer Vision, 2, pp.793~796 (2002)
- A. Mishra, "Fingerprint Core Point Detection Using Gradient Field Mask", International Journal of Computer Applications, 2(8), pp.19~23 (2010)
- J. Yang, "A Fingerprint Recognition Scheme Based on Assembling Invariant Moments for Cloud Computing Communications", IEEE Systems Journal (2011)
- Turroni, "Improving Fingerprint Orientation Extraction", IEEE Transactions on Information Forensics and Security, 60(3), pp.1002~1013 (2011)
- D. Zhang, "Selecting a Reference High Resolution For Fingerprint Using Minutiae and pores", IEEE Transactions on Instrumentation and Measurement, 60(3), pp.863~871 (2011)
- A. Julasayvake, "An Algorithm for Fingerprint Core Point Detection", International Symposium on Signal Processing and Its Applications, pp.1~4 (2007)
- A. Jain, "On-line Fingerprint Verification", IEEE Transactions on Pattern Analysis and Machine Intelligence, 19, pp.302~314 (1997)
- J. Leon, "Fingerprint Verification Applying Invariant Moments", IEEE International Midwest Symposium on Circuits and Systems, pp.751~757 (2009)