From Gestalt Theory to Image Analysis
A Probabilistic Approach. Imaging, Vision, and Graphics
(Sprache: Englisch)
This book introduces a new theory in Computer Vision yielding elementary techniques to analyze digital images. These techniques are a mathematical formalization of the Gestalt theory. The text includes numerous illustrations, and chapter-end exercises, to reinforce understanding.
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Produktinformationen zu „From Gestalt Theory to Image Analysis “
This book introduces a new theory in Computer Vision yielding elementary techniques to analyze digital images. These techniques are a mathematical formalization of the Gestalt theory. The text includes numerous illustrations, and chapter-end exercises, to reinforce understanding.
Klappentext zu „From Gestalt Theory to Image Analysis “
This book introduces a new theory in Computer Vision yielding elementary techniques to analyze digital images. These techniques are a mathematical formalization of the Gestalt theory. From the mathematical viewpoint the closest field to it is stochastic geometry, involving basic probability and statistics, in the context of image analysis. The book is mathematically self-contained, needing only basic understanding of probability and calculus. The text includes more than 130 illustrations, and numerous examples based on specific images on which the theory is tested. Detailed exercises at the end of each chapter help the reader develop a firm understanding of the concepts imparted.
Inhaltsverzeichnis zu „From Gestalt Theory to Image Analysis “
Gestalt Theory.- The Helmholtz Principle.- Estimating the Binomial Tail.- Alignments in Digital Images.- Maximal Meaningfulness and the Exclusion Principle.- Modes of a Histogram.- Vanishing Points.- Contrasted Boundaries.- Variational or Meaningful Boundaries?.- Clusters.- Binocular Grouping.- A Psychophysical Study of the Helmholtz Principle.- Back to the Gestalt Programme.- Other Theories, Discussion.
Bibliographische Angaben
- Autoren: Agnès Desolneux , Lionel Moisan , Jean-Michel Morel
- 2007, 276 Seiten, 130 Abbildungen, Maße: 16 x 24,1 cm, Gebunden, Englisch
- Verlag: Springer, New York
- ISBN-10: 0387726357
- ISBN-13: 9780387726359
- Erscheinungsdatum: 18.12.2007
Sprache:
Englisch
Rezension zu „From Gestalt Theory to Image Analysis “
From the reviews:"This book tells the story of how to construct objects form images, in a way closely related to human perception. ... contains many illustrations and images that are analyzed, from various fields of applied science. ... References in the end, however, are helpful for further reading. ... To summarize, the book is a fine and timely introduction to a fascinating field of science. I can certainly recommend its reading to anyone dealing in a probabilistic sense with images ... ." (A. Stein, Kwantitatieve Methoden, Issue R09, 2008)
"This book is focused on Gestalt theory and image processing using probabilistic approaches. ... carefully written with exercise problems in each chapter and can be used directly as a textbook on the topic. ... This book is clearly written and relatively easy to read. The topics and directions are well thought out and can be used as a textbook for a graduate-level course on the topic. It is an interesting book on Gestalt theory and a good introduction to the meaningful events and related topics." (Sung Ha Kang, SIAM Review, Vol. 52 (2), 2010)
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