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Natural Image Statistics: A Probabilistic Approach to Early Computational Vision. (Computational Imaging and Vision, 39) - Softcover
Synopsis
This is the first comprehensive introduction to the multidisciplinary field of natural image statistics. It offers a clear overview of all the basic theory plus the most recent developments and research, and it includes exercises and computer assignments.
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From the Back Cover
One of the most successful frameworks in computational neuroscience is modelling visual processing using the statistical structure of natural images. In this framework, the visual system of the brain constructs a model of the statistical regularities of the incoming visual data. This enables the visual system to perform efficient probabilistic inference. The same framework is also very useful in engineering applications such as image processing and computer vision.
This book is the first comprehensive introduction to the multidisciplinary field of natural image statistics and its intention is to present a general theory of early vision and image processing in a manner that can be approached by readers from a variety of scientific backgrounds. A wealth of relevant background material is presented in the first section as an introduction to the subject. Following this are five unique sections, carefully selected so as to give a clear overview of all the basic theory, as well as the most recent developments and research. This structure, together with the included exercises and computer assignments, also make it an excellent textbook.
Natural Image Statistics is a timely and valuable resource for advanced students and researchers in any discipline related to vision, such as neuroscience, computer science, psychology, electrical engineering, cognitive science or statistics.
Review
From the reviews:
“The authors did a wonderful job of introducing the field of natural image statistics, comprehensively. The book provides the underlying fundamental mathematics ... accessible to a wide audience. ... provides exercises and computer assignments at the end of the chapters. ... the advanced topics are treated in a similar manner to basic theory, makes the book suitable to be used as a textbook for advanced students and by researchers in any discipline related to computer vision.” (Michael Goldberg and R. Goldberg, ACM Computing Reviews, October, 2010)"About this title" may belong to another edition of this title.
- PublisherSpringer
- Publication date2010
- ISBN 10 1849968446
- ISBN 13 9781849968447
- BindingPaperback
- LanguageEnglish
- Number of pages467
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Natural Image Statistics: A Probabilistic Approach to Early Computational Vision. (Computational Imaging and Vision, 39)
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Natural Image Statistics: A Probabilistic Approach to Early Computational Vision.
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Natural Image Statistics
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Kartoniert / Broschiert. Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Very first book on this topicAccessible to a wide audience from different disciplinesTopic is very timely and of increasing importanceAims and Scope This book is both an introductory textbook and a research monograph on modeling the. Seller Inventory # 4288912
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Natural Image Statistics
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Aims and Scope This book is both an introductory textbook and a research monograph on modeling the statistical structure of natural images. In very simple terms, 'natural images' are photographs of the typical environment where we live. In this book, their statistical structure is described using a number of statistical models whose parameters are estimated from image samples. Our main motivation for exploring natural image statistics is computational m- eling of biological visual systems. A theoretical framework which is gaining more and more support considers the properties of the visual system to be re ections of the statistical structure of natural images because of evolutionary adaptation processes. Another motivation for natural image statistics research is in computer science and engineering, where it helps in development of better image processing and computer vision methods. While research on natural image statistics has been growing rapidly since the mid-1990s, no attempt has been made to cover the eld in a single book, providing a uni ed view of the different models and approaches. This book attempts to do just that. Furthermore, our aim is to provide an accessible introduction to the eld for students in related disciplines. 468 pp. Englisch. Seller Inventory # 9781849968447
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Natural Image Statistics : A Probabilistic Approach to Early Computational Vision.
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - Aims and Scope This book is both an introductory textbook and a research monograph on modeling the statistical structure of natural images. In very simple terms, 'natural images' are photographs of the typical environment where we live. In this book, their statistical structure is described using a number of statistical models whose parameters are estimated from image samples. Our main motivation for exploring natural image statistics is computational m- eling of biological visual systems. A theoretical framework which is gaining more and more support considers the properties of the visual system to be re ections of the statistical structure of natural images because of evolutionary adaptation processes. Another motivation for natural image statistics research is in computer science and engineering, where it helps in development of better image processing and computer vision methods. While research on natural image statistics has been growing rapidly since the mid-1990s, no attempt has been made to cover the eld in a single book, providing a uni ed view of the different models and approaches. This book attempts to do just that. Furthermore, our aim is to provide an accessible introduction to the eld for students in related disciplines. Seller Inventory # 9781849968447
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Natural Image Statistics: A Probabilistic Approach to Early Computational Vision
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Natural Image Statistics: A Probabilistic Approach to Early Computational Vision. (Computational Imaging and Vision (39))
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