Practical Image and Video Processing Using MATLAB

Oge Marques 지음

Wiley-IEEE Press 2011년 08월 04일 출간

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Up-to-date, technically accurate coverage of essential topics in image and video processingThis is the first book to combine image and video processing with a practical MATLABreg;-oriented approach in order to demonstrate the most important image and video techniques and algorithms. Utilizing minimal math, the contents are presented in a clear, objective manner, emphasizing and encouraging experimentation.The book has been organized into two parts. Part I: Image Processing begins with an overview of the field, then introduces the fundamental concepts, notation, and terminology associated with image representation and basic image processing operations. Next, it discusses MATLABreg; and its Image Processing Toolbox with the start of a series of chapters with hands-on activities and step-by-step tutorials. These chapters cover image acquisition and digitization; arithmetic, logic, and geometric operations; point-based, histogram-based, and neighborhood-based image enhancement techniques; the Fourier Transform and relevant frequency-domain image filtering techniques; image restoration; mathematical morphology; edge detection techniques; image segmentation; image compression and coding; and feature extraction and representation.Part II: Video Processing presents the main concepts and terminology associated with analog video signals and systems, as well as digital video formats and standards. It then describes the technically involved problem of standards conversion, discusses motion estimation and compensation techniques, shows how video sequences can be filtered, and concludes with an example of a solution to object detection and tracking in video sequences using MATLABreg;.Extra features of this book include:More than 30 MATLABreg; tutorials, which consist of step-by-step guides to exploring image and video processing techniques using MATLABreg;Chapters supported by figures, examples, illustrative probl

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LIST OF FIGURES xxiLIST OF TABLES xxxixFOREWORD xliPREFACE xliiiACKNOWLEDGMENTS xlixPART I IMAGE PROCESSING1 INTRODUCTION AND OVERVIEW 31.1 Motivation / 31.2 Basic Concepts and Terminology / 51.3 Examples of Typical Image Processing Operations / 61.4 Components of a Digital Image Processing System / 101.5 Machine Vision Systems / 121.6 Resources / 141.7 Problems / 182 IMAGE PROCESSING BASICS 212.1 Digital Image Representation / 212.1.1 Binary (1-Bit) Images / 232.1.2 Gray-Level (8-Bit) Images / 242.1.3 Color Images / 252.1.4 Compression / 262.2 Image File Formats / 272.3 Basic Terminology / 282.4 Overview of Image Processing Operations / 302.4.1 Global (Point) Operations / 312.4.2 Neighborhood-Oriented Operations / 312.4.3 Operations Combining Multiple Images / 322.4.4 Operations in a Transform Domain / 323 MATLAB BASICS 353.1 Introduction to MATLAB / 353.2 Basic Elements of MATLAB / 363.2.1 Working Environment / 363.2.2 Data Types / 373.2.3 Array and Matrix Indexing in MATLAB / 373.2.4 Standard Arrays / 373.2.5 Command-Line Operations / 383.3 Programming Tools: Scripts and Functions / 383.3.1 M-Files / 393.3.2 Operators / 403.3.3 Important Variables and Constants / 423.3.4 Number Representation / 423.3.5 Flow Control / 433.3.6 Code Optimization / 433.3.7 Input and Output / 433.4 Graphics and Visualization / 433.5 Tutorial 3.1: MATLAB&-a Guided Tour / 443.6 Tutorial 3.2: MATLAB Data Structures / 463.7 Tutorial 3.3: Programming in MATLAB / 533.8 Problems / 594 THE IMAGE PROCESSING TOOLBOX AT A GLANCE 614.1 The Image Processing Toolbox: an Overview / 614.2 Essential Functions and Features / 624.2.1 Displaying Information About an Image File / 624.2.2 Reading an Image File / 644.2.3 Data Classes and Data Conversions / 654.2.4 Displaying

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저자(글) Oge Marques

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Oge Marques, PhD, is Associate Professor in the Department of Computer Electrical Engineering and Computer Science at Florida Atlantic University. He has been teaching and doing research on image and video processing for more than twenty years, in seven different countries. Dr. Marques is the coauthor of Processamento Digital de Imagens and Content-Based Image and Video Retrieval and was editor-in-chief of the Handbook of Video Databases, a comprehensive work with contributions from more than 100 world experts in the field. He is a Senior Member of both the IEEE and the ACM.