Statistical Image Processing and Multidimensional Modeling PDF
By:Paul Fieguth
Published on 2010-10-17 by Springer Science & Business Media
Images are all around us! The proliferation of low-cost, high-quality imaging devices has led to an explosion in acquired images. When these images are acquired from a microscope, telescope, satellite, or medical imaging device, there is a statistical image processing task: the inference of something—an artery, a road, a DNA marker, an oil spill—from imagery, possibly noisy, blurry, or incomplete. A great many textbooks have been written on image processing. However this book does not so much focus on images, per se, but rather on spatial data sets, with one or more measurements taken over a two or higher dimensional space, and to which standard image-processing algorithms may not apply. There are many important data analysis methods developed in this text for such statistical image problems. Examples abound throughout remote sensing (satellite data mapping, data assimilation, climate-change studies, land use), medical imaging (organ segmentation, anomaly detection), computer vision (image classification, segmentation), and other 2D/3D problems (biological imaging, porous media). The goal, then, of this text is to address methods for solving multidimensional statistical problems. The text strikes a balance between mathematics and theory on the one hand, versus applications and algorithms on the other, by deliberately developing the basic theory (Part I), the mathematical modeling (Part II), and the algorithmic and numerical methods (Part III) of solving a given problem. The particular emphases of the book include inverse problems, multidimensional modeling, random fields, and hierarchical methods.
This Book was ranked at 18 by Google Books for keyword medical imaging computer science.
Book ID of Statistical Image Processing and Multidimensional Modeling's Books is EyiAXCr7TYEC, Book which was written byPaul Fieguthhave ETAG "e3jq2oKgCHY"
Book which was published by Springer Science & Business Media since 2010-10-17 have ISBNs, ISBN 13 Code is 9781441972941 and ISBN 10 Code is 1441972943
Reading Mode in Text Status is false and Reading Mode in Image Status is true
Book which have "454 Pages" is Printed at BOOK under CategoryMathematics
Book was written in en
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