Spline and Spline Wavelet Methods with Applications to Signal and Image Processing: Volume III: Selected Topics

ISBN-13: 9783319921228 / Angielski / Twarda / 2018 / 287 str.

Amir Z. Averbuch; Pekka Neittaanmaki; Valery Zheludev

Opis

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Recenzje

"This book is well-written and contains numerous examples and figures. It is very convenient for broad readership of students and researchers in applied mathematics, computer science, physics, and engineering. Doubtless, these volumes will stimulate the applications of spline-based wavelet methods." (Manfred Tasche, zbMATH 1398.65004, 2018)

Spis treści

1 Introduction.- 2 Preliminaries.- Outline of the polynomial and discrete splines and SHA.- Outline of spline-based filters and filter banks.- Outline of the design of biorthogonal wavelets and multiwavelets.- Outline of the wavelet frames design and implementation.- 3 Signal/image processing applications.- Upsampling of signals/images.- Deconvolution.- Compressed sensing.- Data compression.- Acoustic classification and target detection.- Delineation of malignant skin tumors by hyperspectral imaging.

Blurb

This book provides a practical guide, complete with accompanying Matlab software, to many different types of polynomial and discrete splines and spline-based wavelets, multiwavelets and wavelet frames in signal and image processing applications. 

In self-contained form, it briefly outlines a broad range of polynomial and discrete splines with equidistant nodes and their signal-processing-relevant properties. In particular, interpolating, smoothing, and shift-orthogonal splines are presented.