High-Level Vision: Object Recognition and Visual Cognition [Hardcover]

Shimon Ullman (Author)

Book Description

Series: Bradford Books | Publication Date: July 17, 1996

In this book, Shimon Ullman focuses on the processes of high-level vision that deal with the interpretation and use of what is seen in the image. In particular, he examines two major problems. The first, object recognition and classification, involves recognizing objects despite large variations in appearance caused by changes in viewing position, illumination, occlusion, and object shape. The second, visual cognition, involves the extraction of shape properties and spatial relations in the course of performing visual tasks such as object manipulation, planning movements in the environment, or interpreting graphical material such as diagrams, graphs and maps.The book first takes up object recognition and develops a novel approach to the recognition of three-dimensional objects. It then studies a number of related issues in high-level vision, including object classification, scene segmentation, and visual cognition. Using computational considerations discussed throughout the book, along with psychophysical and biological data, the final chapter proposes a model for the general flow of information in the visual cortex.Understanding vision is a key problem in the brain sciences, human cognition, and artificial intelligence. Because of the interdisciplinary nature of the theories developed in this work, High-Level Vision will be of interest to readers in all three of these fields.

Editorial Reviews

Review

"The book is not a review or textbook; it is more an idiosyncratic, personal history of Ullman's own thoughts and contributions to the field. But these contributions are so varied and important, and conveyed with such crystalline logic and precision, that the global view is inescapable." Anya Hurlbert, Nature

"This book marks a new era in the study of the more 'cognitive' aspects of vision. An interdisciplinary approach is used in a creative, careful, and rigorous way to produce deep insights into the nature of fundamental problems and their viable solutions. This book must be read by anyone interested in visual perception, natural or artificial." Stephen M. Kosslyn, Professor of Psychology, Harvard University

About the Author

Shimon Ullman is Samy and Ruth Cohn Professor of Computer Science at Weizmann Institute of Science, Rehovot, Israel.

Product Details

• Hardcover: 412 pages
• Publisher: A Bradford Book (July 17, 1996)
• Language: English
• ISBN-10: 0262210134
• ISBN-13: 978-0262210133
• Product Dimensions: 9.2 x 6.4 x 1.2 inches
• Shipping Weight: 1.6 pounds (View shipping rates and policies)
• Average Customer Review: 4.0 out of 5 stars  See all reviews (1 customer review)
• Amazon Best Sellers Rank: #543,084 in Books (See Top 100 in Books)

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Customer Reviews

Most Helpful Customer Reviews

6 of 7 people found the following review helpful:

4.0 out of 5 stars Computational Vision, June 10, 2004

By 

Joseph J Grenier "jjg MD PhD" (Aurora, IL United States) - See all my reviews
(REAL NAME)   

This review is from: High-Level Vision: Object Recognition and Visual Cognition (Paperback)

Ullman's book is a very difficult book to read thoroughly, but if you can study it carefully over time, great new insights on Vision Science are likely to come out of it. Ullman looks at both reductionist & holist views of Vision, i.e. bottom-up processing, and top-down processing. There are many equations and formulae spread throughout the text. Great book for the serious Vision physiologist.