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Apr 2002
ISBN 0262062216
475 pp.
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Perceptual Learning
Manfred Fahle and Tomaso Poggio

Perceptual learning is the specific and relatively permanent modification of perception and behavior following sensory experience. It encompasses parts of the learning process that are independent from conscious forms of learning and involve structural and/or functional changes in primary sensory cortices. A familiar example is the treatment for a "lazy" or crossed eye. Covering the good eye causes gradual improvement in the weaker eye's cortical representations. If the good eye is patched too long, however, it learns to see less acutely.

This book presents advances made in the last decade in this rapidly growing field. The first part examines neuronal changes caused by lesions or external influences. It discusses the effects of these changes on behavior and the extent to which plasticity in sensory systems is possible. Taking a broader view, the second part looks at how more conscious or systemic stimuli cause cortical changes. Clinical trials in which subjects are taught to recognize visual and auditory stimuli demonstrate the relationship between perceptual and cognitive learning. The final sections offer general models of perceptual learning and discuss the future of the field.

Table of Contents
 Introduction
I Anatomy and Physiology
1 Experience-Dependent Plasticity of Intracortical Connections
by Siegrid Löwel and Wolf Singer
2 Adaptation of Inputs in the Somatosensory System
by Hubert R. Dinse and Michael M. Merzenich
3 Plasticity of Receptive Fields in Early Stages of the Adult Visual System
by Ulf T. Eysel
4 Neuronal Representation of Object Images and Effects of Learning
by Keiji Tanaka
5 Electrophysiological Correlates of Perceptual Learning
by Aniek Schoups
6 Perceptual Learning and the Development of Complex Visual Representations in Temporal Cortical Neurons
by David L. Sheinberg and Nikos K. Logothetis
7 Functional Reorganization of Human Cerebral Cortex and Its Perceptual Concomitants
by Annette Sterr, Thomas Elbert and Brigitte Rockstroh
II Low-Level Psychophysics
8 Learning to Understand Speech with the Cochlear Implant
by Graeme M. Clark
9 Adaptation of Learning in the Visual Perception of Gratings
by Adriana Fiorentini and Nicoletta Berardi
10 Plasticity of Low-Level Visual Networks
by Barbara Zenger and Dov Sagi
11 Learning to Perceive Features below the Foveal Photoreceptor Spacing
by Manfred Fahle
12 Specificity versus Invariance of Perceptual Learning: The Example of Position
by Marcus Dill
III Higher-Level Psychophysics
13 The Role of Insight in Perceptual Learning: Evidence from Illusory Countour Perception
by Nava Rubin, Ken Nakayama and Robert Shapley
14 The Role of Attention in Learning Simple Visual Tasks
by Merav Ahissar and Shaul Hochstein
15 High-Level Learning of Early Visual Tasks
by Pawan Sinha and Tomaso Poggio
16 Learning to Recognize Objects
by Guy Wallis and Heinrich Bülthoff
17 Learning New Faces
by Vicki Bruce and Mike Burton
IV Modeling
18 Models of Perceptual Learning
by Shimon Edelman and Nathan Intrator
19 Learning to Find Independent Components in Natural Scenes
by Anthony J. Bell and Terrence J. Sejnowski
20 Top-Down Information and Models of Perceptual Learning
by Michael H. Herzog and Manfred Fahle
 Glossary
 References
 Contributors
 Index
 
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Related Topics
Computational Intelligence
Neuroscience


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