Neuromathematics of Vision

This document was uploaded by one of our users. The uploader already confirmed that they had the permission to publish it. If you are author/publisher or own the copyright of this documents, please report to us by using this DMCA report form.

Simply click on the Download Book button.

Yes, Book downloads on Ebookily are 100% Free.

Sometimes the book is free on Amazon As well, so go ahead and hit "Search on Amazon"

This book is devoted to the study of the functional architecture of the visual cortex. Its geometrical structure is the differential geometry of the connectivity between neural cells. This connectivity is building and shaping the hidden brain structures underlying visual perception. The story of the problem runs over the last 30 years, since the discovery of Hubel and Wiesel of the modular structure of the primary visual cortex, and slowly cams towards a theoretical understanding of the experimental data on what we now know as functional architecture of the primary visual cortex.
Experimental data comes from several domains: neurophysiology, phenomenology of perception and neurocognitive imaging. Imaging techniques like functional MRI and diffusion tensor MRI allow to deepen the study of cortical structures. Due to this variety of experimental data, neuromathematematics deals with modelling both cortical structures and perceptual spaces.
From the mathematical point of view, neuromathematical call for new instruments of pure mathematics: sub-Riemannian geometry models horizontal connectivity, harmonic analysis in non commutative groups allows to understand pinwheels structure, as well as non-linear dimensionality reduction is at the base of many neural morphologies and possibly of the emergence of perceptual units. But at the center of the neurogeometry is the problem of harmonizing contemporary mathematical instruments with neurophysiological findings and phenomenological experiments in an unitary science of vision.
The contributions to this book come from the very founders of the discipline.

Author(s): Giovanna Citti, Alessandro Sarti (eds.)
Series: Lecture Notes in Morphogenesis
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2014

Language: English
Pages: 367
Tags: Mathematical Models of Cognitive Processes and Neural Networks; Image Processing and Computer Vision; Cognitive Psychology; Biomedical Engineering

Front Matter....Pages 1-15
Landmarks for Neurogeometry....Pages 1-85
Shape, Shading, Brain and Awareness....Pages 87-106
Why Shading Matters along Contours....Pages 107-129
From Functional Architectures to Percepts: A Neuromathematical Approach....Pages 131-171
Cuspless Sub-Riemannian Geodesics within the Euclidean Motion Group SE ( d )....Pages 173-215
Psychophysics, Gestalts and Games....Pages 217-242
Remarks on Invariance in the Primary Visual Systems of Mammals....Pages 243-333
Hebbian Learning of the Statistical and Geometrical Structure of Visual Input....Pages 335-366
Back Matter....Pages 367-367