Face recognition using ICA

  • Bartlett, M. S., (2001). Face Image Analysis by Unsupervised Learning. Foreword by Terrence J. Sejnowski. Princeton, NJ: Kluwer Academic Publishers.

  • Bartlett, M.S. (in press). Information maximization in face processing. Neurocomputing. Special Issue on Development and Learning.
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  • Bartlett, M.S., Movellan J.R. \& Sejnowski, T.J. (in press). Face modeling by information maximization. In R. Chellappa and Y. Zhao, Eds. Face Processing: Advanced Modeling and Methods. Elsevier. Reprinted with permission from Elsevier.
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  • Bartlett, M.S., Movellan, J.R., & Sejnowski, T.J. (2002). Face recognition by independent component analysis. IEEE Transactions on Neural Networks 13(6) p. 1450-64.
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  • Bartlett, M. Stewart (1998). Face image analysis by unsupervised learning and redundancy reduction. Doctoral dissertation, University of California, San Diego. 1.9 megs compressed.

  • Bartlett, M. Stewart, Lades, H. Martin, and Sejnowski, T.J. (1998). Independent component representations for face recognition. Proceedings of the SPIE, Vol 3299: Conference on Human Vision and Electronic Imaging III, p. 528-539.
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  • Bartlett, M. Stewart, and Sejnowski, T. J. (1997). Viewpoint invariant face recognition using independent component analysis and attractor networks. In M. Mozer, M. Jordan, T. Petsche (Eds.), Advances in Neural Information Processing Systems 9, MIT Press, Cambridge, MA. 817-823.
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    Facial expression analysis using ICA: Comparison to other methods

  • Bartlett, M.S., Donato, G.L., Movellan, J.R., Hager, J.C., Ekman, P., and Sejnowski, T.J. (2000). Image representations for facial expression coding. In S. Solla, T.Leen, & K. Mueller, Eds. Advances in Neural Information Processing Systems 12, Cambridge, MA: MIT Press, p. 886-892.
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  • Donato, G.L., Bartlett, M.S., Hager, J.C., Ekman, P., and Sejnowski, T.J. (1999). Classifying Facial Actions. IEEE Transactions on Pattern Analysis and Machine Intelligence 21(10) p. 974-989.
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    Matlab Code

  • Matlab code for face representations using ICA. Full code now available for architectures I and II. Updated 6/2005.

    Link to Marian Stewart Bartlett's home page.

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