Computational Models of Visual Processing
The more than twenty contributions in this book, all new and previously unpublished, provide an up-to-date survey of contemporary research on computational modeling of the visual system. The approaches represented range from neurophysiology to psychophysics, and from retinal function to the analysis of visual cues to motion, color, texture, and depth. The contributions are linked thematically by a consistent consideration of the links between empirical data and computational models in the study of visual function.
An introductory chapter by Edward Adelson and James Bergen gives a new and elegant formalization of the elements of early vision. Subsequent sections treat receptors and sampling, models of neural function, detection and discrimination, color and shading, motion and texture, and 3D shape. Each section is introduced by a brief topical review and summary.
Contributors Edward H. Adelson, Albert J. Ahumada, Jr., James R. Bergen, David G. Birch, David H. Brainard, Heinrich H. Bülthoff, Charles Chubb, Nancy J. Coletta, Michael D'Zmura, John P. Frisby, Norma Graham, Norberto M. Grzywacz, P. William Haake, Michael J. Hawken, David J. Heeger, Donald C. Hood, Elizabeth B. Johnston, Daniel Kersten, Michael S. Landy, Peter Lennie, J. Stephen Mansfield, J. Anthony Movshon, Jacob Nachmias, Andrew J. Parker, Denis G. Pelli, Stephen B. Pollard, R. Clay Reid, Robert Shapley, Carlo L. M. Tiana, Brian A. Wandell, Andrew B. Watson, David R. Williams, Hugh R. Wilson, Yuede. Yang, Alan L. Yuille
HardcoverOut of Print ISBN: 9780262121552 406 pp. | 10.1 in x 8.7 in
Paperback$44.00 X ISBN: 9780262527989 406 pp. | 10.1 in x 8.7 in
The sceptical question is often asked 'What has the computational modelling of vision actually achieved?' This book consists of 22 chapters by a very well-selected set of authors, and a clear answer emerges.
Formerly, the most fruitful physical approach to the visual system was to regard it as an optical instrument connected to a box of incomprehensible wizardry. Here it is successfully treated as an optical instrument upon whose output computations of an experimentally testable nature are performed. This radical change of viewpoint opens up a whole new range of questions and is likely to mark a turning point in the history of the subject, and perhaps in the whole of psychology.
Physiological Laboratory, Cambridge
A systematic offering of well formulated, insightful models, closely linked to the abundant riches of anatomy, physiology, and psychophysics. Excellent theory, constrained and interwined with well supported fact. Proof and summary of the enormous progress made in the vision sciences over the past 25 years.
Professor of Psychology, Harvard University