Browse > Article

A Quality Assessment Method of Biometrics for Estimating Authentication Result in User Authentication System  

Kim, Ae-Young (이화여자대학교 컴퓨터공학과)
Lee, Sang-Ho (이화여자대학교 컴퓨터공학과)
Abstract
In this paper, we propose a quality assessment method of biometrics for estimating an authentication result in an user authentication system. The proposed quality assessment method is designed to compute a quality score called CIMR (Confidence Interval Matching Ratio) as a result by small-sample analysis like T-test. We use the C/MR-based quality assessment method for testing how to well draw a distinction between various biometrics in a multimodal biometric system. We also test a predictability for authentication results of obtained biometrics using the mean $\bar{X}$ and the variance $s^2$ in T-test-based CIMR. As a result, we achieved the maximum 88% accuracy for estimation of user authentication results.
Keywords
Authentication; Biometrics; Quality assessment of face image; Estimation of Recognition Result;
Citations & Related Records
연도 인용수 순위
  • Reference
1 Y. Chen, S. Dass, and A. Jain, "Fingerprint quality indices for predicting authentication performance," in Proc. of Audio-and Video-based Biometric Person Authentication, pp.160-170, 2005.
2 A. Adler and T. Dembinsky, "Human vs. automatic measurement of biometric sample quality," in Proc. Canadian Conf. on Computer and Electrical Engineering, 2006.
3 R. Walpole, R. Myers, and S. Myers, Probability and Statistics for Engineers and Scientists. Pearson Education, 7th edition, pp.237, 2002
4 M. Turk and S. Pentland, "Eigenfaces for recognition," Journal of Cognitive Neuroscience, vol.3, no.1, pp.71-86, 1991.   DOI   ScienceOn
5 Student(William Sealy Gosset), "The Probable error of a mean," Biometrika, vol.6, pp.1-25, 1908.   DOI
6 K. Kryszczuk and A. Drygajlo, "Improving classification with class-independent quality measures: Q-stack in face verification," in Proc. of the 2nd Int. Conf. on Biometric ICB'07, 2007.
7 K. Kryszczu and A. Drygajlo, "What do quality measures predict in biometrics?," in Proc. of the 16th European Conf. on Signal Processing EUSIPCO 2008, 2008.
8 P. Grother and E. Tabassi, "Performance of biometric quality measures," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol.29, no.4, pp.531-543, 2007.   DOI