%A Igor Farkas %A Risto Miikkulainen %T Modeling the self-organization of directional selectivity in the primary visual cortex %X 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. %D 1999 %K directional selectivity, self-organzing map, leaky intergators, primary visual cortex %P 251-256 %L cogprints1913