Research Article | Open Access | Download PDF
Volume 14 | Number 1 | Year 2014 | Article Id. IJCTT-V14P121 | DOI : https://doi.org/10.14445/22312803/IJCTT-V14P121
Iris Recognition based on Wavelet Transform and Probabilistic Neural Network
Azade Bastani
Citation :
Azade Bastani, "Iris Recognition based on Wavelet Transform and Probabilistic Neural Network," International Journal of Computer Trends and Technology (IJCTT), vol. 14, no. 1, pp. 96-98, 2014. Crossref, https://doi.org/10.14445/22312803/IJCTT-V14P121
Abstract
In this paper, we propose an iris recognition system using wavelet decomposition method and probabilistic neural Network (PNN) to analyze the pattern of a human iris. In the feature extraction part, unrolled iris images are filtered using wavelet transform for four times. Iris recognition is then performed by using PNN. The recognition rate of 98.37% is achieved on CASIA database.
Keywords
Iris Recognition, Discrete Wavelet Transform, Probabilistic Neural Network
References
[1] Li Ma, Yunhong Wang, and Tieniu Tan, "Iris Recognition Based on Multichannel Gabor Filtering", the 5th Asian Conference on Computer Vision, pp. 23-25, Jan 2002.
[2] K. Jain, A. Ross, and S. Pankanti, "Biometrics: A Tool for Information Security", IEEE Transactions on Information Forensics and Security, Vol. 1, No. 2, 2006, pp.125-143.
[3] J. Daugman, "New Methods in Iris Recognition", IEEE Trans. on Systems, Man, and Cybernetics, Vol. 37, No. 5, 2007, pp. 1167-1175.
[4] F. Ancona, A. M. Colla, S. Rovetta, and R. Zunino, "Implementing probabilistic neural networks", Neural Computers and Applications,Springer-Verlag, London, 37-51 ,1998
[5] Emad W. SAAD, V. Prokhorov,C.Wunsch, “Comparative study of Stock TrendPrediction Using Time Delay,Recurrent and Probabilistic Neural Networks”, IEEE Transaction on Neural Networks, vol. 9, no. 6, p.p 1456-1470, Nov. 1998
[6] LiYu,David Zhang,KuanquanWang, “The relative distance of key point based iris recognition”, Pattern recognition journal, Volume 40 Issue 2, Elsevier,2007
[7] L. Ma, and T. Tisse, "Personal Recognition Based on Iris Texture Analysis", IEEE Trans. on PAMI, Vol. 25, No. 12, 2003, pp. 519-1533
[8] W. W. Boles, B. Boashash, “A human identification technique using images of the iris and wavelet transform”, IEEE Transaction on Signal Processing, 1998, 46(4): 1185–1188