Image Restoration: Fundamentals and Advances (Digital Imaging and Computer Vision)

Image Restoration : Fundamentals and Advances

The book examines how such advances can also lead to novel insights into the fundamental properties of image sources. Addressing the many advances in imaging, computing, and communications technologies, this reference strikes just the right balance of coverage between core fundamental principles and the latest developments in this area. Its content was designed based on the idea that the reproducibility of published works on algorithms makes it easier for researchers to build on each other's work, which often benefits the vitality of the technical community as a whole.

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For that reason, this book is as experimentally reproducible as possible. Image denoising and deblurring Different image restoration methods and recent advances such as nonlocality and sparsity Blind restoration under space-varying blur Super-resolution restoration Learning-based methods Multi-spectral and color image restoration New possibilities using hybrid imaging systems Many existing references are scattered throughout the literature, and there is a significant gap between the cutting edge in image restoration and what we can learn from standard image processing textbooks.

Image Restoration: Fundamentals and Advances (Digital by Bahadir Kursat Gunturk, Xin Li

To fill that need but avoid a rehash of the many fine existing books on this subject, this reference focuses on algorithms rather than theories or applications. Giving readers access to a large amount of downloadable source code, the book illustrates fundamental techniques, key ideas developed over the years, and the state of the art in image restoration.

1st Edition

It is a valuable resource for readers at all levels of understanding. The Best Books of Check out the top books of the year on our page Best Books of Looking for beautiful books? Visit our Beautiful Books page and find lovely books for kids, photography lovers and more. Other books in this series.

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Image Restoration Bahadir Kursat Gunturk. Perceptual Digital Imaging Rastislav Lukac.

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Table of contents Image Denoising: What are VitalSource eBooks? For Instructors Request Inspection Copy. Fundamentals and Advances responds to the need to update most existing references on the subject, many of which were published decades ago.

Computer Vision - Integral Images

Providing a broad overview of image restoration, this book explores breakthroughs in related algorithm development and their role in supporting real-world applications associated with various scientific and engineering fields. These include astronomical imaging, photo editing, and medical imaging, to name just a few. The book examines how such advances can also lead to novel insights into the fundamental properties of image sources. Addressing the many advances in imaging, computing, and communications technologies, this reference strikes just the right balance of coverage between core fundamental principles and the latest developments in this area.

For that reason, this book is as experimentally reproducible as possible.

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For the last few decades, image processing has emerged as an important technology to extract useful information for scene understanding. Addressing the many advances in imaging, computing, and communications technologies, this reference strikes just the right balance of coverage between core fundamental principles and the latest developments in this area. Read more Read less. Set up a giveaway. With the exponential increase in computing power and broad proliferation of digital cameras, super-resolution imaging is poised to become the next "killer app. Amazon Rapids Fun stories for kids on the go.

Image denoising and deblurring Different image restoration methods and recent advances such as nonlocality and sparsity Blind restoration under space-varying blur Super-resolution restoration Learning-based methods Multi-spectral and color image restoration New possibilities using hybrid imaging systems Many existing references are scattered throughout the literature, and there is a significant gap between the cutting edge in image restoration and what we can learn from standard image processing textbooks.

To fill that need but avoid a rehash of the many fine existing books on this subject, this reference focuses on algorithms rather than theories or applications. Giving readers access to a large amount of downloadable source code, the book illustrates fundamental techniques, key ideas developed over the years, and the state of the art in image restoration. It is a valuable resource for readers at all levels of understanding. Locality and Convexity Revisited, W. From Linear to Nonlinear Models, A.

Gunturk received his B. Since , he has been with the Department of Electrical and Computer Engineering at Louisiana State University, where he is an associate professor. His research interests are in image processing and computer vision. Xin Li received his B. He is currently a tenured associate professor at that school.

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