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Practical Image and Video Processing Using MATLAB
Oge Marques (Author)
9780470048153, Wiley
Hardback, published 14 October 2011
704 pages
24.7 x 16.3 x 3.1 cm, 1.039 kg
UP-TO-DATE, TECHNICALLY ACCURATE COVERAGE OF ESSENTIAL TOPICS IN IMAGE AND VIDEO PROCESSING This is the first book to combine image and video processing with a practical MATLAB®-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 MATLAB® 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 MATLAB®. Extra features of this book include: This accessible text is ideal for upper-level undergraduate and graduate students in digital image and video processing courses, as well as for engineers, researchers, software developers, practitioners, and anyone who wishes to learn about these increasingly popular topics on their own.
List of Figures xxi List of Tables xxxix Foreword xli Preface xliii Acknowledgments xlix Part I Image Processing 1 Introduction and Overview 3 2 Image Processing Basics 21 3 MATLAB Basics 35 4 The Image Processing Toolbox at A Glance 61 5 Image Sensing and Acquisition 83 6 Arithmetic and Logic Operations 103 7 Geometric Operations 125 8 Gray-Level Transformations 151 9 Histogram Processing 171 10 Neighborhood Processing 203 11 Frequency-Domain Filtering 235 12 Image Restoration 265 13 Morphological Image Processing 299 14 Edge Detection 335 15 Image Segmentation 365 16 Color Image Processing 387 17 Image Compression and Coding 427 18 Feature Extraction and Representation 447 19 Visual Pattern Recognition 475 Part II Video Processing 20 Video Fundamentals 501 21 Video Sampling Rate And Standards Conversion 541 22 Digital Video Processing Techniques and Applications 561 Appendix A: Human Visual Perception 591 Appendix B: GUI Development 611 References 619 Index 627
Subject Areas: Electronics & communications engineering [TJ]
