Variational methods in imaging / Otmar Scherzer [and others].
"This book is devoted to the study of variational methods in imaging. The presentation is mathematically rigorous and covers a detailed treatment of the approach from an inverse problems point of view.Key Features:- Introduces variational methods with motivation from the deterministic, geometri...
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| Main Author: | |
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| Format: | Ebook |
| Language: | English |
| Published: |
New York ; [London] :
Springer,
[2008]
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| Series: | Applied mathematical sciences (Springer-Verlag New York Inc.) ;
v.167. |
| Subjects: | |
| Online Access: | Springer eBooks |
| Summary: | "This book is devoted to the study of variational methods in imaging. The presentation is mathematically rigorous and covers a detailed treatment of the approach from an inverse problems point of view.Key Features:- Introduces variational methods with motivation from the deterministic, geometric, and stochastic point of view- Bridges the gap between regularization theory in image analysis and in inverse problems- Presents case examples in imaging to illustrate the use of variational methods e.g. denoising, thermoacoustics, computerized tomography- Discusses link between non-convex calculus of variations, morphological analysis, and level set methods- Analyses variational methods containing classical analysis of variational methods, modern analysis such as G-norm properties, and non-convex calculus of variations- Uses numerical examples to enhance the theory This book is geared towards graduate students and researchers in applied mathematics. It can serve as a main text for graduate courses in image processing and inverse problems or as a supplemental text for courses on regularization. Researchers and computer scientists in the area of imaging science will also find this book useful."--Publisher's website. |
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| Physical Description: | 1 online resource (xiii, 320 pages) : illustrations. |
| Format: | Mode of access: World Wide Web. |
| Bibliography: | Includes bibliographical references and index. |
| ISBN: | 0387692770 9780387692777 |