Natural Image Statistics - A Probabilistic Approach to Early Computational Vision. (Hardcover, 2009 ed.)

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.

General

Imprint:	Springer London
Country of origin:	United Kingdom
Series:	Computational Imaging and Vision, 39
Release date:	June 2009
First published:	2009
Authors:	Aapo Hyvarinen • Jarmo Hurri • Patrick O. Hoyer
Dimensions:	235 x 155 x 35mm (L x W x T)
Format:	Hardcover
Pages:	448
Edition:	2009 ed.
ISBN-13:	978-1-84882-490-4
Categories:	Books > Science & Mathematics > Mathematics > Probability & statistics Books > Science & Mathematics > Biology, life sciences > Life sciences: general issues > Neurosciences Books > Computing & IT > Applications of computing > Image processing > General
LSN:	1-84882-490-4
Barcode:	9781848824904

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