Abstract
We discuss the implementation of a face verification system on smart card and study the trade-off between performance and computational complexity. In order to establish the system limitations, a study was performed on BANCA and XM2VTS databases. The results of the experiments performed show that the choice of a fixed precision data type does not affect system performance very much but can speed up the verification process. Moreover, the use of less than 8 bits per pixel gray-scale image resolution does not necessarily result in a degradation of system performance. We show that, for both databases, image resolution can be reduced without degrading system performance. However, the actual optimal settings will depend on application scenario.
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Bailly-Baillire, E., Bengio, S., Bimbot, F., Hamouz, M., Kittler, J., Mariethoz, J., Matas, J., Messer, K., Popovici, V., Poree, F., Ruiz, B., Thiran, J.-P.: The banca database and evaluation protocol. In: AVBRA (2003)
Belhumeur, P.N., Hespanha, J., Kriegman, D.J.: Eigenfaces vs. fisherfaces: Recognition using class specific linear projection. IEEE PAMI 19, 45–58 (1996)
Czyz, J., Bengio, S., Marchel, C., Vanderdorpe, L.: Scalability analysis of audiovisual person identity verification. In: AVBRA, June 2003, pp. 752–760 (2003)
Czyz, J., Vandendorpe, L.: Evaluation of lda-based face verification with respects to available computational resources. In: PRIS (April 2002)
Dugelay, J.L., Junqua, J.C., Kotropoulos, C., Kuhn, R., Perronnin, F., Pitas, I.: Recent advances in biometric person authentication. In: ICASSP (special session on biometrics), Orlando, Florida (May 2002)
Copyright Smart Card Alliance Inc., Smart card and biometrics in privacy-sensitive secure personal identification systems, A Smart Card Alliance white paper Smart Card Biometric (May 2002), http://www.datakey.com/resource/whitePapers/paper.pdf
Messer, K., Matas, J., Kittler, J., Luettin, J., Maitre, G.: Xm2vtsdb: The extended m2vts database. In: AVBRA, March 1999, pp. 72–77 (1999)
Osborne, M., Ratha, N.K.: A jc-bioapi compliant smart card with biometrics for secure access control. In: AVBRA, June 2003, pp. 903–910 (2003)
Rankl, W., Effing, W.: Smart card handbook. John Wiley & Sons, Chichester (2000)
Sanchez-Reillo, R., Sanchez-Avila, C.: Fingerprint verification using smart cards for access control systems. IEEE AESM 17(9), 12–15 (2002)
Turk, M., Pentland, A.: Eigenfaces for recognition. Cognitive Neuroscience IEEE PAMI 3(1), 71–86 (1991)
Zhao, W., Chellappa, R., Rosenfeld, A., Phillips, P.: Face recognition: A literature survey. UMD CfAR Technical Report CAR-TR-948 (2000)
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Bourlai, T., Messer, K., Kittler, J. (2004). Performance versus Computational Complexity Trade-Off in Face Verification. In: Zhang, D., Jain, A.K. (eds) Biometric Authentication. ICBA 2004. Lecture Notes in Computer Science, vol 3072. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-25948-0_24
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DOI: https://doi.org/10.1007/978-3-540-25948-0_24
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-22146-3
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