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FKP Biometrics for Human Authentication

Chetana Hegde, P Deepa Shenoy, K R Venugopal, L M Patnaik

Abstract


Automated security is one of the major concerns of modern times. Secure and reliable authentication systems are in great demand. A biometric trait like Finger Knuckle Print (FKP) of a person is unique and secure. In this paper, we propose a human authentication system based on FKP image of a person. Depending on the security level required by an organization that implements the proposed system, we provide two modes of security viz. basic mode and advanced mode. In the basic mode, the Radon Transform is applied on
pre-processed FKP image and Eigen values are computed. Then we compute the correlation coefficient between the set of Eigen values stored in the database and that of input image to authenticate a person. For advanced level of security, we apply Gabor Wavelet on pre-processed FKP image. The magnitude values of the Gabor Wavelet Transform are computed. Then the correlation coefficient between the set of magnitude values stored in the database and that of input image is used to authenticate a person. For real time implementation, suitable GUI can be developed. The basic mode of security system is found to have FAR as 6.79% and FRR as 0.0517%. The advanced mode has the FAR of about 3.07% and FRR as 1.14%.


Keywords


Correlation Coefficient, Eigen Values, FAR, FRR, Gabor Wavelet Transform, Magnitude values, Radon Transform, ROC Curve.

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References


W. Lingyu and G. Leedham, “Near and far infrared imaging for vein pattern biometrics”, In IEEE Int. Conf. on Video and Signal Based Surveillance (AVSS 06), pp. 52 – 52, November 2006.

Anil K. Jain, A. Ross, and S. Prabhakar, “An introduction to biometric recognition”, IEEE Trans. on Circuits Sys., vol. 14, no.1, pp. 4 – 20, Janaury 2004.

S. Pankanti, S. Prabhakar, and Anil K Jain, “On the individuality of fingerprints”, In IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), pp. 805 – 812, December 2001.

Chetana Hegde, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Authentication of damaged hand vein patterns by modularization”, In Proc. of IEEE Tenth Region Conference (TENCON 2009), November 2009.

Chetana Hegde, S Manu, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Secure authentication using image processing and visual cryptography for banking applications”, In Proc. of 16th Int. Conf. Advanced Computing (ADCOM 2008), pp. 65 – 72, December 2008.

W Boles, “A security system based on human iris identification using wavelet transforms”, In Proc. of 1st Int. Conf. Knowledge-Based Intelligent Electron. Syst., 1997.

Chetana Hegde, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Ear pattern recognition using centroids and cross-points for robust authentication”, In Proc. of 2nd Int. Conf. Intelligent Human and Computer Interaction (IHCI 2010), pp. 378 – 384, January 2010.

Chetana Hegde, H Rahul Prabhu, D S Sagar, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Human authentication based on ECG waves using radon transform”, In Proc. of Int. Conf. Security Technology-Special Session on Biometrics Security and Technology (SecTech-BTS-2010), pp. 197 – 206, December 2010.

Chetana Hegde, H Rahul Prabhu, D S Sagar, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Statistical analysis for human authentication using ECG waves”, In Proc. of 5th Int. Conf. Information Systems, Technology and Management (ICISTM-2011), pp. 287 – 298, March 2011.

D. L. Woodard and P. J. Flynn, “Finger surface as a biometric identifier”, Computer Vision and Image Understanding, vol. 100, no. 3, pp. 357 – 384, December 2005.

Ajay Kumar and Yingbo Zhou, “Personal identification using finger knuckle orientation features”, Electronics Letters, vol. 45, no. 20, pp. 1 – 8, September 2009.

Ajay Kumar and Ch. Ravikanth, “Personal authentication using finger knuckle surface”, IEEE Trans Info. Forensics Security, vol. 4, no. 1, pp. 98 – 110, March 2009.

D. L. Woodard and P. J. Flynn, “Personal identification utilizing finger surface features”, In Proc. of CVPR-2005, pp. 1030 – 1036, 2005.

C. Ravikanth and A. Kumar, “Biometric authentication using finger-back surface”, In Proc. of CVPR-2007, pp. 1 – 6, 2007.

Lin Zhang, Lei Zhang, David Zhang, and Hailong Zhu, “Online finger-knuckle-print verification for personal authentication”, Pattern Recognition, vol. 43, no. 7, pp. 2560 – 2571, July 2010.

Lin Zhang, Lei Zhang, and David Zhang, “Finger-knuckle-print: A new biometric identifier”, In Proc. of IEEE Int. Conf. on Image Processing, 2009.

Lin Zhang, Lei Zhang, and David Zhang, “Finger-knuckle-print verification based on band-limited phase-only correlation”, In Proc. of 13th Int. Conf. on Computer Analysis of Images and Patterns, pp. 141 – 148, 2009.

Lin Zhang, Lei Zhang, David Zhang, and Hailong Zhu, “Ensemble of local and global information for finger-knuckle-print recognition”, Pattern Recognition, Accepted.

PolyU FKP Database. http://www.comp.polyu.edu.hk/

biometrics/FKP.htm.

P. Ariyapreechakul and N. Covavisaruch, “Personal verification and identification via iris pattern using radon transform”, In Proc. of First National Conf. on Computing and Information Technology, pp. 287 – 292, 2005.

G. Loy, “Fast Computation of the Gabor Wavelet Transform”, In proc. Digital Image Computing Techniques and Applications (DICTA-2002), Jan. 2002.

Chetana Hegde, H Rahul Prabhu, D S Sagar, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Heartbeat Biometrics for Human Authentication”, Springer Signal, Image and Video Processing Journal (Special Issue on Unconstrained Biometrics: Advances and Trends), vol. 5, no. 3, September 2011 (To be published).

Chetana Hegde, Phanindra J, P Deepa Shenoy, K R Venugopal, and L M Patnaik, “Human Authentication using Finger Knuckle Print”, In Proc. ACM Compute-2011, March 2011.

A. Morales, C. M. Travieso, M. A. Ferrer and J. B. Alonso, “Improved finger-knuckle-print authentication based on orientation enhancement”, in IEEE Electronics Letters, vol. 47, no. 6, pp. 380 – 381, March 2011.


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