Image fusion

Image fusion

by Xiao, Gang

Type Book
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This book systematically discusses the basic concepts, theories, research and latest trends in image fusion. It focuses on three image fusion categories - pixel, feature and decision - presenting various applications, such as medical imaging, remote sensing, night vision, robotics and autonomous vehicles. Further, it introduces readers to a new category: edge-preserving-based image fusion, and provides an overview of image fusion based on machine learning and deep learning. As such, it is a val…

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Title Statements

  • Full title :Image fusion / Gang Xiao, Durga Prasad Bavirisetti, Gang Liu, Xingchen Zhang.

Summary

This book systematically discusses the basic concepts, theories, research and latest trends in image fusion. It focuses on three image fusion categories - pixel, feature and decision - presenting various applications, such as medical imaging, remote sensing, night vision, robotics and autonomous vehicles. Further, it introduces readers to a new category: edge-preserving-based image fusion, and provides an overview of image fusion based on machine learning and deep learning. As such, it is a valuable resource for graduate students and scientists in the field of digital image processing and information fusion.

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Edition Statements

  • Publication Date:Shanghai, China :

Publication Statements

The Physical Object

  • Description:1 online resource (415 pages)

Edition Identifiers

  • ISBN:9789811548673, 9811548676
  • oclc:on1193129606
  • LC Classification:TA1634
  • Dewey Decimal:006.3/7

Table of Contents

Intro -- Preface -- Acknowledgments -- Contents -- About the Authors -- Part I: Image Fusion Theories -- Chapter 1: Introduction to Image Fusion -- 1.1 History and Development -- 1.1.1 History -- 1.1.2 Development -- 1.2 Image Fusion Fundamentals -- 1.2.1 Necessity to Combine Information of Images -- 1.2.2 Definition of Image Fusion -- 1.2.3 Image Fusion Objective -- 1.3 Categorization -- 1.4 Fundamental Steps of an Image Fusion System -- 1.5 Types of Image Fusion Systems -- 1.6 Applications -- 1.7 Summary and Outline of the Book -- References -- Chapter 2: Pixel-Level Image Fusion

2.1 Introduction -- 2.1.1 Single-Scale Image Fusion -- 2.1.2 Multi-Scale Image Fusion -- 2.1.2.1 Pyramid-Based Fusion -- 2.1.2.2 Wavelet Transform-Based Fusion -- 2.1.2.3 Filtering-Based Fusion -- 2.2 Pyramid Image Fusion Method Based on Integrated Edge and Texture Information -- 2.2.1 Background -- 2.2.2 Fusion Framework -- 2.2.3 Pyramid Image Fusion of Edge and Texture Information-Specific Steps -- 2.2.4 Beneficial Effects -- 2.3 Image Fusion Method Based on the Expected Maximum and Discrete Wavelet Frames -- 2.3.1 Introduction -- 2.3.2 Discrete Wavelet Frame Multi-Resolution Transform

2.3.3 Basic S…

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