Authors: Ha Youn Lee Mehran Kardar
Publish Date: 2006/05/03
Volume: 125, Issue: 5-6, Pages: 1243-1266
Abstract
As borders between different entities lines are an important element of natural images Indeed the neurons of the mammalian visual cortex are tuned to respond best to lines of a given orientation This preferred orientation varies continuously across most of the cortex but also has vortexlike singularities known as pinwheels In attempting to describe such patterns of orientation preference we are led to consider underlying rotation symmetries Oriented segments in natural images tend to be collinear neurons are more likely to be connected if their preferred orientations are aligned to their topographic separation These are indications of a reduced symmetry requiring joint rotations of both orientation preference and the underlying topography This is verified by direct statistical tests in both natural images and in cortical maps Using the statistics of natural scenes we construct filters that are best suited to extracting information from such images and find qualitative similarities to mammalian vision
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