Introduction to Inverse Problems in Imaging

Language: English

Published by Taylor and Francis Ltd, GB, 2024

0367467860 / 9780367467869

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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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Title
Introduction to Inverse Problems in Imaging
Author
M. Bertero, P. Boccacci, Christine De Mol
Publisher
Taylor and Francis Ltd, GB
Publication year
2024
Condition
New
Binding
Paperback
Language
English
ISBN 10
0367467860
ISBN 13
9780367467869
Edition
2nd Edition
Item weight
453 grams

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