Modeling the self-organization of directional selectivity in the primary visual cortex

نویسنده

  • Risto Miikkulainen
چکیده

A model is proposed to demonstrate how neurons in the primary visual cortex could self-organize to represent the direction of motion. The model is based on a temporal extension of the Self-Organizing Map where neurons act as leaky integrators. The map is trained with moving Gaussian inputs, and it develops a retinotopic map with orientation columns that divide into areas of opposite direction selectivity, as found in the visual cortex.

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تاریخ انتشار 1999