Natural Image Statistics
A Probablistic Approach To Early Computational Vision. (Computational Imaging And Vision)
Ranked #17 in Computer Vision
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... more
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