Abstract
Performance of a biometric system is characterized by its speed, accuracy, and cost. This paper presents fundamentals of 1 : 1 biometric match engine accuracy performance metrics and its evaluation. Here, we explain the basic terminology, performance metrics and related system issues. We also discuss practical methods used for evaluating 1 : 1 biometric match engine accuracy performance and provide a summary of the state-of-art of biometric identifier accuracies.
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Bolle, R., Connell, J., SharathPankanti, R.N., Senior, A.: Guide to Biometrics. Springer Professional Computing, New York (2004)
Wayman, J.L.: A scientific approach to evaluating biometric systems using mathematical methodology. In: Proceedings of CardTech/SecureTech., Orlando, FL, May 1997, pp. 477–492 (1997)
Peterson, W., Birdsall, T., Fox, W.: The theory of signal delectability. Transactions of the IRE PGIT-4, 171–212 (1954)
Biometrics Working Group: Best practices in testing and reporting performance of biometric devices (2000), http://www.afb.org.uk/bwg/bestprac.html
Germain, R.: Large scale systems. In: Jain, A., Bolle, R., Pankanti, S. (eds.) Biometrics: Personal Identification in Networked Society, pp. 311–326. Kluwer Academic Press, Norwell (1999)
Daugman, J., Williams, G.: A proposed standard for biometric decidability. In: CardTechSecureTech, Atlanta, GA, pp. 223–234 (1996)
NIST Speech Group: NIST Year 2003 Speaker Recognition Evaluation Plan (2003), http://www.nist.gov/speech/tests/spk/2003/doc/2003-spkrec-evalplan-v2.2.pdf
Mansfield, T., Wayman, J.: Best practices in testing and reporting performance of biometric devices, For biometrics working group. Technical Report Issue 2 Draft 9, Centre for Mathematics and Scientific Computing, National Physics Laboratory, Middlesex, UK (2002)
Phillips, P., Grother, P., Micheals, R., Blackburn, D., Elham, T., Bone, J.M.: FRVT 2002: Facial recognition vendor test. Technical report, DoD Counterdrug Technology Development Office, Defence Advance Research Project Agency, National Institute of Justice, Dahlgren, VA; Crane, IN; Arlington, VA (2003)
Blackburn, D., Bone, M., Phillips, P.: FRVT 2000: Facial recognition vendor test. Technical report, DoD Counterdrug Technology Development Office, Defence Advance Research Project Agency, National Institute of Justice, Dahlgren, VA; Crane, IN; Arlington, VA (2000)
Phillips, P., Moon, H., Rauss, P., Rizvi, S.: The FERET September 1996 database and evaluation procedure. In: Bigün, J., Borgefors, G., Chollet, G. (eds.) AVBPA 1997. LNCS, vol. 1206, Springer, Heidelberg (1997)
Biometric Systems Lab, Pattern Recognition and Image Processing Laboratory, U.S. National Biometric Test Center (FVC2002: Fingerprint verification competition)
Maio, D., Maltoni, D., Cappelli, R., Wayman, J., Jain, A.: FVC2000: Fingerprint verification competition. IEEE Transanctions on Pattern Analysis and Machine Intelligence 24, 402–412 (2002)
Przybocki, M., Martin, A.: The 1999 NIST Speaker Recognition Evaluation Speaker Detection and Speaker Tracking. In: EUROSPEECH 1999 6th European Conference on Speech Communication and Technology, Budapest, Hungary (1999)
Campbell, J. (ed.): NIST 1999 Speaker Recognition Workshop. Digital Signal Processing, vol. 10(1-3) (2000)
Duda, R., Hart, P.: Pattern classification and scene analysis. John Wiley & Sons, Inc., New York (1973)
Mansfield, T., Kelly, G., Chandler, D., Kane, J.: Biometric product testing final report. Technical Report CESG Contract X92A/4009309, Centre for Mathematics and Scientific Computing, National Physics Laboratory, Middlesex, UK (2001)
Cochran, W.: Sampling Techniques. In: Probability and Mathematical Statistics, 3rd edn. Wiley Series, John Wiley & Sons, New York (1977)
O’Gorman, L.: Seven issues with human authentication technologies. In: Proc. IEEE AutoID 2002, Tarrytown, NY, USA, pp. 185–186 (2002)
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Bolle, R.M., Ratha, N.K., Pankanti, S. (2004). Performance Evaluation in 1 : 1 Biometric Engines. In: Li, S.Z., Lai, J., Tan, T., Feng, G., Wang, Y. (eds) Advances in Biometric Person Authentication. SINOBIOMETRICS 2004. Lecture Notes in Computer Science, vol 3338. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30548-4_6
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DOI: https://doi.org/10.1007/978-3-540-30548-4_6
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