Introduction to Inverse Problems in Imaging - Softcover

Bertero, M.; Boccacci, P.; De Mol, Christine

 
9780367467869: Introduction to Inverse Problems in Imaging
Softcover
ISBN 10: 0367467860 ISBN 13: 9780367467869
Verlag: CRC Press, 2024

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
    2024
    Sprache
    Englisch
    ISBN 10 
    0367467860
    ISBN 13 
    9780367467869
    Einband
    Taschenbuch
    Auflage
    2
    Anzahl der Seiten
    358
    Kontakt zum Hersteller
    Nicht verfügbar
    Verantwortliche Person
    Nicht verfügbar

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