New PDF release: Statistical Image Processing and Multidimensional Modeling

By Paul Fieguth

ISBN-10: 1441972935

ISBN-13: 9781441972934

ISBN-10: 1461427053

ISBN-13: 9781461427056

pictures are throughout us! The proliferation of inexpensive, fine quality imaging units has ended in an explosion in got pictures. while those photographs are obtained from a microscope, telescope, satellite tv for pc, or scientific imaging gadget, there's a statistical picture processing job: the inference of something—an artery, a street, a DNA marker, an oil spill—from imagery, in all probability noisy, blurry, or incomplete.
A nice many textbooks were written on photograph processing. although this e-book doesn't lots specialize in images, in step with se, yet really on spatial information units, with a number of measurements taken over a or better dimensional area, and to which general image-processing algorithms won't apply.
There are many vital info research equipment constructed during this textual content for such statistical snapshot difficulties. Examples abound all through distant sensing (satellite info mapping, facts assimilation, climate-change reviews, land use), scientific imaging (organ segmentation, anomaly detection), computing device imaginative and prescient (image class, segmentation), and different 2D/3D difficulties (biological imaging, porous media).
The aim, then, of this article is to handle equipment for fixing multidimensional statistical difficulties. The textual content moves a stability among arithmetic and idea at the one hand, as opposed to purposes and algorithms at the different, through intentionally constructing the fundamental conception (Part I), the mathematical modeling (Part II), and the algorithmic and numerical tools (Part III) of fixing a given challenge. the actual emphases of the booklet contain inverse difficulties, multidimensional modeling, random fields, and hierarchical methods.

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Statistical Image Processing and Multidimensional Modeling (Information Science and Statistics) by Paul Fieguth


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