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Starck, J.-L. (Jean-Luc), 1965-
Sparse image and signal processing : wavelets, curvelets, morphological diversity / Jean-Luc Starck, Fionn Murtagh, Jalal M. Fadili
Cambridge ; New York : Cambridge University Press, 2010
book jacket
Location Call Number Status
 4th Floor  QA601 .S785 2010    AVAILABLE
Subject(s) Transformations (Mathematics)
Signal processing
Image processing
Sparse matrices
Wavelets (Mathematics)
Physical Description xvii, 316 p., [16] p. of plates : ill. (some col.) ; 27 cm
Summary "Presenting the state of the art in sparse and multiscale image and signal processing, this book weds theory and practice to examine their applications in a diverse range of fields"--Provided by publisher
"This book presents the state of the art in sparse and multiscale image and signal processing, covering linear multiscale transforms, such as wavelet, ridgelet, or curvelet transforms, and non-linear multiscale transforms based on the median and mathematical morphology operators. Recent concepts of sparsity and morphological diversity are described and exploited for various problems such as denoising, inverse problem regularization, sparse signal decomposition, blind source separation, and compressed sensing. This book weds theory and practice in examining applications in areas such as astronomy, biology, physics, digital media, and forensics. A final chapter explores a paradigm shift in signal processing, showing that previous limits to information sampling and extraction can be overcome in very significant ways. Matlab and IDL code accompany these methods and applications to reproduce the experiments and illustrate the reasoning and methodology of the research available for download at the associated Web site"--Provided by publisher
Note Includes bibliographical references (p. 289-309) and index
Contents Introduction to the world of sparsity -- The wavelet transform -- Redundant wavelet transform -- Nonlinear multiscale transforms -- The ridgelet and curvelet transforms -- Sparsity and noise removal -- Linear inverse problems -- Morphological diversity -- Sparse blind source separation -- Multiscale geometric analysis on the sphere -- Compressed sensing
Alternate Author Murtagh, Fionn
Fadili, Jalal M., 1973-

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