Introduction to Inverse Problems in Imaging

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

ISBN 10: 0367467860 / ISBN 13: 9780367467869

Editore: CRC Press, 2024

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Dati bibliografici

• Titolo: Introduction to Inverse Problems in Imaging
• Editore: CRC Press
• Data di pubblicazione: 2024
• Lingua: Inglese
• ISBN 10: 0367467860
• ISBN 13: 9780367467869
• Rilegatura: Brossura
• Edizione: seconda edizione
• Condizione: New

Descrizione articolo

Riassunto

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

Informazioni sull?autore

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.