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Face Recognition Using Some Aspects of the Infant Vision System and Associative Memories

  • Roberto A. Vazquez
  • Humberto Sossa
  • Beatriz A. Garro
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 4756)

Abstract

Several associative memories (AM) have been proposed in the last years. These AMs have several constraints that limit their applicability in complex problems such as face recognition. Despite of the power of these models, they cannot reach its full power without applying new mechanisms based on current and future studies on biological neural networks. In this research we show how a network of dynamic associative memories (DAM) combined with some aspects of the infant vision system could be efficiently applied to the face recognition problem. Through several experiments by using a benchmark of faces the accuracy of the proposal is tested.

Keywords

Associative memories face recognition infant vision system 

References

  1. 1.
    Hopfield, J.J.: Neural networks and physical systems with emergent collective computational abilities. Proc. of the Nat. Academy of Sciences 79, 2554–2558 (1982)CrossRefMathSciNetGoogle Scholar
  2. 2.
    Jolliffe, I.: Principal Component Analysis. Springer, Heidelberg (1986)Google Scholar
  3. 3.
    Kutas, M., Hillyard, S.A.: Brain potentials during reading reflect word expectancy and semantic association. Nature 307, 161–163 (1984)CrossRefGoogle Scholar
  4. 4.
    Spacek, L.: Collection of facial images: Grimace (1996), Available from http://cswww.essex.ac.uk/mv/allfaces/grimace.html
  5. 5.
    Reinvan, I.: Amnestic disorders and their role in cognitive theory. Scandinavian Journal of Psychology 39(3), 141–143 (1998)CrossRefGoogle Scholar
  6. 6.
    Price, C.J.: The anatomy of language: contributions from functional neuroimaging. Journal of Anatomy 197(3), 335–359 (2000)CrossRefGoogle Scholar
  7. 7.
    Sussner, P.: Generalizing operations of binary auto-associative morphological memories using fuzzy set theory. Journal of math. Imaging and Vision 19(2), 81–93 (2003)zbMATHCrossRefMathSciNetGoogle Scholar
  8. 8.
    Laughlin, S.B., Sejnowski, T.J.: Communication in neuronal networks. Science 301, 1870–1874 (2003)CrossRefGoogle Scholar
  9. 9.
    Sossa, H., Barron, R.: New associative model for pattern recall in the presence of mixed noise. In: Proc. of the fifth IASTED-SIP2003, vol. 399, pp. 485–490. Acta Press (2003)Google Scholar
  10. 10.
    Sossa, H., Barrón, R., Vázquez, R.A.: Transforming Fundamental set of Patterns to a Canonical Form to Improve Pattern Recall. In: Lemaître, C., Reyes, C.A., González, J.A. (eds.) IBERAMIA 2004. LNCS (LNAI), vol. 3315, pp. 687–696. Springer, Heidelberg (2004)Google Scholar
  11. 11.
    Slaughter, V., Stone, V.E., Reed, C.: Perception of Faces and Bodies Similar or Different? Current Directions in Psychological Science 13(9), 219–223 (2004)CrossRefGoogle Scholar
  12. 12.
    Jovanova-Nesic, K., Jankovic, B.D.: The Neuronal and Immune Memory Systems as Supervisors of Neural Plasticity and Aging of the Brainn: From Phenomenology to Coding of Information. Annals of the New York Acad.of Sci. 1057, 279–295 (2005)CrossRefGoogle Scholar
  13. 13.
    Cuevas, K., et al.: Infants Form Associations Between Memory Representations of Stimuli That Are Absent. Psychological Science 17(6), 543–549 (2006)CrossRefGoogle Scholar
  14. 14.
    Vazquez, R.A., Sossa, H.: Associative Memories Applied to Image Categorization. In: Martínez-Trinidad, J.F., Carrasco Ochoa, J.A., Kittler, J. (eds.) CIARP 2006. LNCS, vol. 4225, pp. 549–558. Springer, Heidelberg (2006)CrossRefGoogle Scholar
  15. 15.
    Vazquez, R.A., Sossa, H., Garro, B.A.: A New Bi-directional Associative Memory. In: Gelbukh, A., Reyes-Garcia, C.A. (eds.) MICAI 2006. LNCS (LNAI), vol. 4293, pp. 367–380. Springer, Heidelberg (2006)CrossRefGoogle Scholar
  16. 16.
    Sussner, P., Valle, M.: Implicative Fuzzy Associative Memories. IEEE Trans. on Fuzzy Systems 14(6), 793–807 (2006)CrossRefGoogle Scholar
  17. 17.
    Sussner, P., Valle, M.: Gray-Scale Morphological Associative Memories. IEEE Trans. on Neural Networks 17(3), 559–570 (2006)CrossRefGoogle Scholar
  18. 18.
    Sossa, H., Barron, R., Vazquez, R.A.: Study of the Influence of Noise in the Values of a Median Associative Memory. In: Beliczynski, B. (ed.) ICANNGA 2007, Part II. LNCS, vol. 4432, pp. 55–62. Springer, Heidelberg (2007)Google Scholar
  19. 19.
    Vazquez, R.A., Sossa, H.: A new associative memory with dynamical synapses (to be submitted, 2007)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2007

Authors and Affiliations

  • Roberto A. Vazquez
    • 1
  • Humberto Sossa
    • 1
  • Beatriz A. Garro
    • 1
  1. 1.Centro de Investigación en Computación – IPN, Av. Juan de Dios Batiz, esquina con Miguel de Othon de Mendizábal, Ciudad de México, 07738México

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