Systems and Means of Informatics
November 2013, Volume 23, Issue 2, pp 74-88
THE SEARCH FOR MATCHES BETWEEN THE IRIS KEY POINTS USING HERMITE PROJECTION PHASE-ONLY CORRELATION METHOD
Abstract
The article is based on the analysis and comparison of the iris key points which are the most informative points of the iris image texture. The key points are selected using Hermite transform. The search for matches between the iris key points using Hermite projection phase-only correlation of local areas around key points is proposed. In Hermite projection phase-only correlation method the Fourier transform is applied to the expansions of images intensity functions in a Fourier series of Hermite functions. The proposed method of key points comparisons does not use any information about key points locations, is robust to eyelids, eyelashes, glares and gives good results.
[+] References (12)
- Ma, L., T. Tan, Y. Wang, and D. Zhang. 2004. Efficient iris recognition by characterizing key local variations.
IEEE Trans. Image Processing 13(6):739-50.
- Yu, L., D. Zhang, and K. Wang. 2007. The relative distance of key point based iris recognition.
Pattern Recognition 40(2):423-30.
- Hollingsworth, K., K. Bowyer, and P. Flynn. 2009. The best bits in an iris code. IEEE Trans. Pattern Anal. Machine Intelligence 31(6):964-73.
- Pavelyeva, E.A., and A. S. Krylov. 2010. Poisk i analyz kljuchevyh tochek raduzhnoy obolochki glaza metodom preobrazovaniya Hermita [Hermite transform based iris key points selection and analysis]. Informatics and Applications 4(1):79-82.
- Millane, R. P., and W.H. Hsiao. 2009. The basis of phase dominance. Optics Lett. 34(17):2607-9.
- Miyazawa, K., K. Ito, T. Aoki, K. Kobayashi, and H. Nakajima. 2006. A phase-based iris recognition algorithm. ICB'06: Conference (International) on Advances on Biometrics Proceedings. Hong Kong: Springer. LNCS. 3832:356-65.
- Nagashima, S., K. Ito, T. Aoki, H. Ishii, and K. Kobayashi. 2009. High accuracy estimation of image rotation using 1D phase-only correlation. IEICE Trans. Fund. E92-A: 235-43.
- Pavelyeva, E.A. 2012. Metod proekcionnoy fazovoy korreljacii v kljuchevyh tochkah raduzhnoy obolochki glaza [Hermite projection phase-only correlation method in iris key points]. GraphiKon'2012: Trudy 22-y Mezhdunarodnoy konferencii po komp'juternoy grafike i zreniyu. GraphiCon'2012 Conference Proceedings: 22nd Conference (Inter-national) on Compuder Graphics and Vision].Moscow. 128-32.
- Martens, J.-B. 1990. The Hermite transform-theory. IEEE Trans. Acoustics Speech Signal Processing 38(9):1595-606.
- Pavelyeva, E.A., and A. S. Krylov. 2011. Opredelenie lokal'nyh sdvigov izobrazheniy raduzhnyh obolochek glaz metodom proekcionnoy fazovoy korreljacii [Local iris im-ages shifts detection using Hermite Projection Phase-Only Correlation method].GraphiKon'2011: Trudy 21-y Mezhdunarodnoy konferencii po komp'juternoy grafike i zreniyu [GraphiCon'2011 Conference Proceedings: 21nd Conference (International)on Compuder Graphics and Vision].Moscow. 188-91.
- Krylov, A., and D. Korchagin. 2006. Fast Hermite Projection method. LNCS
4141:329-38.
- CASIA-IrisV3 database. http://www.cbsr.ia.ac.cn/IrisDatabase.htm.
[+] About this article
Title
The search for matches between the iris key points using Hermite projection phase-only correlation method
Journal
Systems and Means of Informatics
Volume 23, Issue 2, pp 74-88
Cover Date
2013-11-30
DOI
10.14357/08696527130206
Print ISSN
0869-6527
Publisher
Institute of Informatics Problems, Russian Academy of Sciences
Additional Links
Key words
iris recognition; phase only correlation; Hermite functions; key points; biometrics
Authors
E. A. Pavelyeva 
Author Affiliations
Faculty of Computational Mathematics and Cybernetics, M.V. Lomonosov Moscow State University
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