Super-Resolution Imaging PDF
By:Peyman Milanfar
Published on 2010-09-28 by CRC Press
With the exponential increase in computing power and broad proliferation of digital cameras, super-resolution imaging is poised to become the next |killer app.| The growing interest in this technology has manifested itself in an explosion of literature on the subject. Super-Resolution Imaging consolidates key recent research contributions from eminent scholars and practitioners in this area and serves as a starting point for exploration into the state of the art in the field. It describes the latest in both theoretical and practical aspects of direct relevance to academia and industry, providing a base of understanding for future progress. Features downloadable tools to supplement material found in the book Recent advances in camera sensor technology have led to an increasingly larger number of pixels being crammed into ever-smaller spaces. This has resulted in an overall decline in the visual quality of recorded content, necessitating improvement of images through the use of post-processing. Providing a snapshot of the cutting edge in super-resolution imaging, this book focuses on methods and techniques to improve images and video beyond the capabilities of the sensors that acquired them. It covers: History and future directions of super-resolution imaging Locally adaptive processing methods versus globally optimal methods Modern techniques for motion estimation How to integrate robustness Bayesian statistical approaches Learning-based methods Applications in remote sensing and medicine Practical implementations and commercial products based on super-resolution The book concludes by concentrating on multidisciplinary applications of super-resolution for a variety of fields. It covers a wide range of super-resolution imaging implementation techniques, including variational, feature-based, multi-channel, learning-based, locally adaptive, and nonparametric methods. This versatile book can be used as the basis for short courses for engineers and scientists, or as part of graduate-level courses in image processing.
This Book was ranked at 16 by Google Books for keyword Resolution.
Book ID of Super-Resolution Imaging's Books is fjTUbMnvOkgC, Book which was written byPeyman Milanfarhave ETAG "TZFhfmvpWYo"
Book which was published by CRC Press since 2010-09-28 have ISBNs, ISBN 13 Code is 9781439819319 and ISBN 10 Code is 1439819319
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Book which have "490 Pages" is Printed at BOOK under CategoryComputers
Book was written in en
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