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Vision: A Computational Investigation into the Human Representation and Processing of Visual Information

Vision: A Computational Investigation into the Human Representation and Processing of Visual Information

Paperback

By (author) David Marr, Foreword by Shimon Ullman, Afterword by Tomaso Poggio

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  • Publisher: MIT Press
  • Format: Paperback | 432 pages
  • Dimensions: 176mm x 226mm x 20mm | 680g
  • Publication date: 9 July 2010
  • Publication City/Country: Cambridge, Mass.
  • ISBN 10: 0262514621
  • ISBN 13: 9780262514620
  • Illustrations note: 150 b&w illus., 5 tables
  • Sales rank: 225,437

Product description

David Marr's posthumously published Vision (1982) influenced a generation of brain and cognitive scientists, inspiring many to enter the field. In Vision, Marr describes a general framework for understanding visual perception and touches on broader questions about how the brain and its functions can be studied and understood. Researchers from a range of brain and cognitive sciences have long valued Marr's creativity, intellectual power, and ability to integrate insights and data from neuroscience, psychology, and computation. This MIT Press edition makes Marr's influential work available to a new generation of students and scientists. In Marr's framework, the process of vision constructs a set of representations, starting from a description of the input image and culminating with a description of three-dimensional objects in the surrounding environment. A central theme, and one that has had far-reaching influence in both neuroscience and cognitive science, is the notion of different levels of analysis -- in Marr's framework, the computational level, the algorithmic level, and the hardware implementation level. Now, thirty years later, the main problems that occupied Marr remain fundamental open problems in the study of perception. Vision provides inspiration for the continuing efforts to integrate knowledge from cognition and computation to understand vision and the brain.

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Author information

David Courtnay Marr (1945-1980), one of the originators of the field of computational neuroscience, was Professor of Psychology at MIT. Shimon Ullman is Samy and Ruth Cohn Professor of Computer Science at Weizmann Institute of Science, Rehovot, Israel. Tomaso Poggio is Eugene McDermott Professor in the Department of Brain and Cognitive Sciences at MIT.