Signatures of natural image statistics in cortical simple cell receptive fields

Neurocomputing - Tập 38 - Trang 279-284 - 2001
Norbert Mayer1, J.Michael Herrmann1, Theo Geisel1
1Max-Planck-Institut für Strömungsforschung, Bunsenstraβe 10, 37073 Göttingen, Germany

Tài liệu tham khảo

Ahalt, 1990, Competitive learning algorithms for vector quantization, Neur. Networks, 3, 277, 10.1016/0893-6080(90)90071-R Atick, 1992, What does the retina know about natural scenes?, Neur. Comput., 4, 196, 10.1162/neco.1992.4.2.196 Bell, 1997, Edges are the independent components of natural images, Adv. Neur. Inf. Proc. Syst., 9, 831 Braastad, 1985, Development of spatial receptive-field organization and orientation selectivity in kitten striate cortex, J. Neurophys., 53, 1158, 10.1152/jn.1985.53.5.1158 Jones, 1987, Gabor filter model of simple receptive fields in cat striate cortex, J. Neurophys., 58, 1233, 10.1152/jn.1987.58.6.1233 Law, 1994, Formation of receptive fields in realistic visual environments according to the Bienenstock, Cooper, and Munro (BCM) theory, Proc. Natl. Acad. Sci. USA, 91, 7797, 10.1073/pnas.91.16.7797 Mayer, 1998, A cortical interpretation of ASSOMs, Proc. Int. Conf. Art. Neural Networks (ICANN), 961 Miller, 1994, A model for the development of simple-cell receptive fields and the arrangement of orientation columns through activity-dependent competition between on- and off-center inputs, J. Neurosci., 14, 409, 10.1523/JNEUROSCI.14-01-00409.1994 Olshausen, 1996, Emergence of simple-cell receptive field properties by learning a sparse code for natural images, Nature, 78, 315 Rusoff, 1977, Development of receptive-field properties retinal ganglion cells in kittens, J. Neurophys., 40, 1188, 10.1152/jn.1977.40.5.1188 van Hateren, 1998, Independent component filters of natural images compared with simple cells in primary visual cortex, Proc. Royal Soc. Lond. B, 265, 359, 10.1098/rspb.1998.0303