2001-11-23Z2011-03-11T08:54:49Zhttp://cogprints.org/id/eprint/1913This item is in the repository with the URL: http://cogprints.org/id/eprint/19132001-11-23ZModeling the self-organization of directional selectivity in the primary visual cortexA 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.
Igor FarkasRisto Miikkulainen