Multiscale Statistical Models for Signal and Image Processing

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Release : 2004
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Multiscale Statistical Models for Signal and Image Processing - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Multiscale Statistical Models for Signal and Image Processing write by . This book was released on 2004. Multiscale Statistical Models for Signal and Image Processing available in PDF, EPUB and Kindle. We are developing a general theory for multi scale signal and image modeling, processing, and analysis that matched to singularity-rich data, such as transients and images with edges. Using a linguistic analogy, our model can be interpreted as grammars that constrain the wavelet vocabulary. Our investigation focuses on probabilistic graph models (tree-based hidden Markov models) that can accurately, realistically, and efficiently represent singularity structure in the wavelet domain. Grammar design is being guided by a detailed study of the final structure of singularities using Besov spaces and multifractal analysis.

Multiscale Signal Analysis and Modeling

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Release : 2012-09-18
Genre : Technology & Engineering
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Book Rating : 455/5 ( reviews)

Multiscale Signal Analysis and Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Multiscale Signal Analysis and Modeling write by Xiaoping Shen. This book was released on 2012-09-18. Multiscale Signal Analysis and Modeling available in PDF, EPUB and Kindle. Multiscale Signal Analysis and Modeling presents recent advances in multiscale analysis and modeling using wavelets and other systems. This book also presents applications in digital signal processing using sampling theory and techniques from various function spaces, filter design, feature extraction and classification, signal and image representation/transmission, coding, nonparametric statistical signal processing, and statistical learning theory.

Multiscale Signal Analysis and Modeling

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Release : 2012-09-19
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Book Rating : 465/5 ( reviews)

Multiscale Signal Analysis and Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Multiscale Signal Analysis and Modeling write by . This book was released on 2012-09-19. Multiscale Signal Analysis and Modeling available in PDF, EPUB and Kindle.

Statistical Image Processing and Multidimensional Modeling

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Release : 2010-10-17
Genre : Mathematics
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Book Rating : 943/5 ( reviews)

Statistical Image Processing and Multidimensional Modeling - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Statistical Image Processing and Multidimensional Modeling write by Paul Fieguth. This book was released on 2010-10-17. Statistical Image Processing and Multidimensional Modeling available in PDF, EPUB and Kindle. 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.

Multiscale Statistical Methods for the Segmentation of Signals and Images

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Release : 1997
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Multiscale Statistical Methods for the Segmentation of Signals and Images - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Multiscale Statistical Methods for the Segmentation of Signals and Images write by Michael Klaus Schneider. This book was released on 1997. Multiscale Statistical Methods for the Segmentation of Signals and Images available in PDF, EPUB and Kindle.