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Seeing The Computational Approach to Biological Vision

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ISBN-10: 0262514273

ISBN-13: 9780262514279

Edition: 2nd 2010

Authors: John P. Frisby, James V. Stone

List price: $70.00
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Description:

Seeing has puzzled scientists and philosophers for centuries and it continues to do so. This new edition of a classic text offers an accessible but rigorous introduction to the computational approach to understanding biological visual systems. The authors of Seeing, taking as their premise David Marr's statement that "to understand vision by studying only neurons is like trying to understand bird flight by studying only feathers," make use of Marr's three different levels of analysis in the study of vision: the computational level, the algorithmic level, and the hardware implementation level. Each chapter applies this approach to a different topic in vision by examining the problems the visual system encounters in interpreting retinal images and the constraints available to solve these problems; the algorithms that can realize the solution; and the implementation of these algorithms in neurons. Seeinghas been thoroughly updated for this edition and expanded to more than three times its original length. It is designed to lead the reader through the problems of vision, from the common (but mistaken) idea that seeing consists just of making pictures in the brain to the minutiae of how neurons collectively encode the visual features that underpin seeing. Although it assumes no prior knowledge of the field, some chapters present advanced material, This makes it the only textbook suitable for both undergraduate and graduate students that takes a consistently computational perspective, offering a firm conceptual basis for tackling the vast literature on vision. It covers a wide range of topics, including aftereffects, the retina, receptive fields, object recognition, brain maps, Bayesian perception, motion, color, and stereopsis. MatLab code is available on the book's Web site, which includes a simple demonstration of image convolution.
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Book details

List price: $70.00
Edition: 2nd
Copyright year: 2010
Publisher: MIT Press
Publication date: 4/2/2010
Binding: Paperback
Pages: 576
Size: 8.25" wide x 10.25" long x 1.25" tall
Weight: 3.212
Language: English

John P. Frisby is Emeritus Professor of Psychology at the University of Sheffield.

James V. Stone is a Reader in the Psychology Department of the University of Sheffield. He is coauthor (with John P. Frisby) of the widely used text Seeing: The Computational Approach to Biological Vision (second edition, MIT Press, 2010), and author of Independent Component Analysis: A Tutorial Introduction (MIT Press, 2004).

Preface to Second Edition
Preface to First Edition
Seeing: What Is It?
Seeing Shape from Texture
Seeing with Receptive Fields
Seeing Aftereffects: The Psychologist's Microelectrode
Seeing Edges
Seeing and the Retina
Seeing Figure from Ground
Seeing Objects
Seeing with Brain Cells
Seeing with Brain Maps
Seeing and Complexity Theory
Seeing and Psychophysics
Seeing as Inference
Seeing Motion, Part I
Seeing Motion, Part II
Seeing Black, Gray, and White
Seeing Color
Seeing with Two Eyes, Part I
Seeing with Two Eyes, Part II
Seeing by Combining Cues
Seeing in the Blocks World
Seeing and Consciousness
Seeing Summarized
Index