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portada statistical image processing and multidimensional modeling
Type
Physical Book
Author
Publisher
Year
2012
Language
English
Pages
454
Format
Paperback
Dimensions
23.4 x 15.6 x 2.4 cm
Weight
0.66 kg.
ISBN
1461427053
ISBN13
9781461427056
Categories

statistical image processing and multidimensional modeling

Paul Fieguth (Author) · Springer · Paperback

statistical image processing and multidimensional modeling - Fieguth, Paul

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Synopsis "statistical image processing and multidimensional modeling"

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.

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