Introduction to Inverse Problems in Imaging - Hardcover

Bertero, Mario; Boccacci, Patrizia; De Mol, Christine

 
9780367470050: Introduction to Inverse Problems in Imaging
Hardcover
ISBN 10: 0367470055 ISBN 13: 9780367470050
Verlag: CRC Press, 2022

Inhaltsangabe

Fully updated throughout and with several new chapters, this second edition of Introduction to Inverse Problems in Imaging guides advanced undergraduate and graduate students in physics, computer science, mathematics and engineering through the principles of linear inverse problems, in addition to methods of their approximate solution and their practical applications in imaging.

This second edition contains new chapters on edge-preserving and sparsity-enforcing regularization in addition to maximum likelihood methods and Bayesian regularization for Poisson data.

The level of mathematical treatment is kept as low as possible to make the book suitable for a wide range of students from different backgrounds, with readers needing just a rudimentary understanding of analysis, geometry, linear algebra, probability theory, and Fourier analysis.

The authors concentrate on presenting easily implementable and fast solution algorithms, and this second edition is accompanied by numerical examples throughout. It will provide readers with the appropriate background needed for a clear understanding of the essence of inverse problems (ill-posedness and its cure) and, consequently, for an intelligent assessment of the rapidly growing literature on these problems.

Key features:

  • Provides an accessible introduction to the topic while keeping mathematics to a minimum

  • Interdisciplinary topic with growing relevance and wide-ranging applications

    • Accompanied by numerical examples throughout

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    Über die Autorin bzw. den Autor

    Mario Bertero is a Professor at the Università di Genova.
    Patrizia Boccacci is a Professor at the Università di Genova.
    Christine De Mol is a Professor at the Université libre de Bruxelles.

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    Verlag
    CRC Press
    Erscheinungsdatum
    2022
    Sprache
    Englisch
    ISBN 10 
    0367470055
    ISBN 13 
    9780367470050
    Einband
    Gebundene Ausgabe
    Auflage
    2
    Anzahl der Seiten
    341
    Kontakt zum Hersteller
    preigu GmbH & Co. KG
    mail@preigu.de

    Lengericher Landstr. 19
    Osnabrück
    Niedersachsen
    49078
    Deutschland

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