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Decision Fusion for Face Authentication

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Book cover Biometric Authentication (ICBA 2004)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 3072))

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Abstract

In this paper we study two aspects of decision fusion for enhancing face authentication. First, sequential fusion of scores obtained on successive video frames of a user’s face is used to reduce the error rate. Secondly, the opinions of several face authentication algorithms are combined so that the combined decision is more accurate than the best algorithm alone. The experiments performed on a realistic database demonstrate that the fully automatic multi-frame – multi-experts system proposed in this work allows a significant improvement over the static – single-expert system.

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References

  1. Prabhakar, S., Jain, A.K.: Decision-level fusion in fingerprint verification. Pattern Recognition 35, 861–874 (2002)

    Article  MATH  Google Scholar 

  2. Czyz, J., Kittler, J., Vandendorpe, L.: Combining face verification experts. In: Proc. of Int. Conf. on Pattern Recognition, Quebec, Canada (2002)

    Google Scholar 

  3. Ross, A., Jain, A.K., Qian, J.Z.: Information fusion in Biometrics. In: Proc. Int. Conf. on Audio- and Video-based Person Authentication, pp. 355–359 (2001)

    Google Scholar 

  4. Doddington, G., Liggett, W., Martin, A., Przybocki, M., Reynolds., D.: ’sheep, goats, lambs and wolves’: a statistical analysis of speaker performance in the NIST speaker recognition evaluation. In: Int. Conf. on Spoken Language Processing (1998)

    Google Scholar 

  5. Sadeghi, M., Kittler, J., Kostin, A., Messer, K.: A comparative study of automatic face verification algorithms on the BANCA database. In: Proc. of the Int. Conf. on Audio- and Video-based Biometric Person Auth. (2003)

    Google Scholar 

  6. Hamouz, M., Kittler, J., Kamarainen, J., Kalviainen, H.: Hypotheses-driven affine invariant localisation of faces in verification systems. In: Proc. of the Int. Conf. on Audio- and Video-based Biometric Person Auth. (2003)

    Google Scholar 

  7. Bailly-Baillière, E., Bengio, S., Bimbot, F., Hamouz, M., Kittler, J., Mariéthoz, J., Matas, J., Messer, K., Popovici, V., Porée, F., Ruiz, B., Thiran, J.P.: The BANCA database and evaluation protocol. In: Int. Conf. on Audio- and Video- Based Biometric Person Auth., Springer, Heidelberg (2003)

    Google Scholar 

  8. Zhou, S., Chellappa, R.: Probabilistic human recognition from video. In: Proc. of Int. Conf. on Automatic Face and Gesture Recognition (2002)

    Google Scholar 

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© 2004 Springer-Verlag Berlin Heidelberg

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Czyz, J., Sadeghi, M., Kittler, J., Vandendorpe, L. (2004). Decision Fusion for Face Authentication. 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_93

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  • DOI: https://doi.org/10.1007/978-3-540-25948-0_93

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-22146-3

  • Online ISBN: 978-3-540-25948-0

  • eBook Packages: Springer Book Archive

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