Statistical Image Processing and Multidimensional Modeling

Language: English

Published by Springer, Springer Dez 2012, 2012

1461427053 / 9781461427056

Series: Book 13 of 19 - Information Science and Statistics

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This item is printed on demand - Print on Demand Titel. Neuware -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 somethingan artery, a road, a DNA marker, an oil spillfrom 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.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 476 pp. Englisch.

Seller Inventory # 9781461427056

Title
Statistical Image Processing and Multidimensional Modeling
Author
Paul Fieguth
Publisher
Springer, Springer Dez 2012
Publication year
2012
Condition
Neu
Binding
Taschenbuch
Language
English
ISBN 10
1461427053
ISBN 13
9781461427056
Item weight
715 grams
Dimensions
235x155x26 mm
Series
Book 13 of 19: Information Science and Statistics

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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