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Michael N. Rychagov - Smart Algorithms for Multimedia and Imaging

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Michael N. Rychagov Smart Algorithms for Multimedia and Imaging

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Book cover of Smart Algorithms for Multimedia and Imaging Signals and - photo 1
Book cover of Smart Algorithms for Multimedia and Imaging
Signals and Communication Technology
Series Editors
Emre Celebi
Department of Computer Science, University of Central Arkansas, Conway, AR, USA
Jingdong Chen
Northwestern Polytechnical University, Xian, China
E. S. Gopi
Department of Electronics and Communication Engineering, National Institute of Technology, Tiruchirappalli, Tamil Nadu, India
Amy Neustein
Linguistic Technology Systems, Fort Lee, NJ, USA
H. Vincent Poor
Department of Electrical Engineering, Princeton University, Princeton, NJ, USA

This series is devoted to fundamentals and applications of modern methods of signal processing and cutting-edge communication technologies. The main topics are information and signal theory, acoustical signal processing, image processing and multimedia systems, mobile and wireless communications, and computer and communication networks. Volumes in the series address researchers in academia and industrial R&D departments. The series is application-oriented. The level of presentation of each individual volume, however, depends on the subject and can range from practical to scientific.

**Indexing: All books in Signals and Communication Technology are indexed by Scopus and zbMATH**

For general information about this book series, comments or suggestions, please contact Mary James at mary.james@springer.com or Ramesh Nath Premnath at ramesh.premnath@springer.com .

More information about this series at http://www.springer.com/series/4748

Editors
Michael N. Rychagov , Ekaterina V. Tolstaya and Mikhail Y. Sirotenko
Smart Algorithms for Multimedia and Imaging
1st ed. 2021
Logo of the publisher Editors Michael N Rychagov National Research - photo 2
Logo of the publisher
Editors
Michael N. Rychagov
National Research University of Electronic Technology (MIET), Moscow, Russia
Ekaterina V. Tolstaya
Aramco Innovations LLC, Moscow, Russia
Mikhail Y. Sirotenko
Google Research, New York, NY, USA
ISSN 1860-4862 e-ISSN 1860-4870
Signals and Communication Technology
ISBN 978-3-030-66740-5 e-ISBN 978-3-030-66741-2
https://doi.org/10.1007/978-3-030-66741-2
Springer Nature Switzerland AG 2021
This work is subject to copyright. All rights are reserved by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed.
The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use.
The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

This Springer imprint is published by the registered company Springer Nature Switzerland AG

The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland

Preface

Over the past decades, people have produced vast amounts of multimedia content, including text, audio, images, animations, and video. The substance of this content belongs, in turn, to various areas, including entertainment, engineering, medicine, business, scientific research, etc. This content should be readily processed, analysed, and displayed by numerous devices like TVs, mobile devices, VR headsets, medical devices, media players, etc., without losing its quality. This brings researchers and engineers to the problem of the fast transformation and processing of multidimensional signals, where they must deal with different sizes and resolutions, processing speed, memory, and power consumption. In this book, we describe smart algorithms applied both for multimedia processing in general and in imaging technology in particular.

In the first book of this series, Adaptive Image Processing Algorithms for Printing by I.V. Safonov, I.V. Kurilin, M.N. Rychagov, and E.V. Tolstaya, published by Springer Nature Singapore in 2018, several algorithms were considered for the image processing pipeline of photo-printer and photo-editing software tools that we have worked on at different times for processing still images and photos.

The second book, Document Image Processing for Scanning and Printing by the same authors, published by Springer Nature Switzerland in 2019, dealt with document image processing for scanning and printing. A copying technology is needed to make perfect copies from extremely varied originals; therefore, copying is not in practice separable from image enhancement. From a technical perspective, it is best to consider document copying jointly with image enhancement.

This book is devoted to multimedia algorithms and imaging, and it is divided into four main interconnected parts:
  • Image and Video Conversion

  • TV and Display Applications

  • Machine Learning and Artificial Intelligence

  • Mobile Algorithms

Image and Video Conversion includes five chapters that cover solutions on super-resolution using a multi-frame-based approach as well as machine learning-based super-resolution. They also cover the processing of 3D signals, namely depth estimation and control, and semi-automatic 2D to 3D video conversion. A comprehensive review of visual lossless colour compression technology concludes this part.

TV and Display Applications includes three chapters in which the following algorithms are considered: video editing, real-time sports episode detection by video content analysis, and the generation and reproduction of natural effects.

Machine Learning and Artificial Intelligence includes four chapters, where the following topics are covered: image classification as a service, mobile user profiling, and automatic view planning in magnetic resonance imaging, as well as dictionary-based compressed sensing MRI (magnetic resonance imaging).

Finally, Mobile Algorithms consists of four chapters where the following algorithms and solutions implemented for mobile devices are described: a depth camera based on a colour-coded aperture, the animated graphical abstract of an image, a motion photo, and approaches and methods for iris recognition for mobile devices.

The solutions presented in the first two books and in the current one have been included in dozens of patents worldwide, presented at international conferences, and realized in the firmware of devices and software. The material is based on the experience of both editors and the authors of particular chapters in industrial research and technology commercialization. The authors have worked on the development of algorithms for different divisions of Samsung Electronics Co., Ltd, including the Printing Business, Visual Display Business, Health and Medical Equipment Division, and Mobile Communication Business for more than 15 years.

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