BIOLOGICAL CYBERNETICS, 69, 109-118. Topography And Ocular Dominance: A Model Exploring Positive Correlations

The map from eye to brain in vertebrates is topographic, i.e. neighbouring points in the eye map to neighbouring points in the brain. In addition, when two eyes innervate the same target structure, the two sets of ®bres segregate to form ocular dominance stripes. Experimental evidence from the frog and gold®sh suggests that these two phenomena may be subserved by the same mechanisms. We present a computational model that addresses the formation of both topography and ocular dominance. The model is based on a form of competitive learning with subtractive enforcement of a weight normalization rule. Inputs to the model are distributed patterns of activity presented simultaneously in both eyes. An important aspect of this model is that ocular dominance segregation can occur when the two eyes are positively correlated, whereas previous models have tended to assume zero or negative correlations between the eyes. This allows investigation of the dependence of the pattern of stripes on the degree of correlation between the eyes: we ®nd that increasing correlation leads to narrower stripes. Experiments are suggested to test this prediction.