A large population of neurons in the primary visual cortex optimally respond to the orientation and phase of a grating stimulus in luminance. I demonstrate here that the topology of the stimulus space spanned by these parameters is equivalent to that of the Klein bottle, which has a characteristic feature that there is no distinction between the inside and outside of the bottle. The assumption that these stimulus parameters are continuously arranged almost everywhere on the visual cortical surface enables us to map from a loop on the cortical surface to a loop on the Klein bottle. This leads to a systematic categorization of possible point singularities in the arrangements of the optimal orientation and phase in the cortex. Two types of point singularities have been observed in the orientation preference map, according to clockwise or counterclockwise rotation in optimal orientation around the points. The present analysis predicts that each type of orientation centre is subdivided into two types, around which neurons exhibit separately ONcentre and OFF-flank or OFF-centre ON-flank receptive fields. It is also predicted that point singularities about the optimal phase are allowed to exist on the cortical surface. Finally, these predictions are tested by computer simulation based on the author’s thermodynamic model for neural network selforganization
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