Book description
This book gives a concise introduction to both image and video processing, providing a balanced coverage between theory, applications and standards. It gives an introduction to both 2-D and 3-D signal processing theory, supported by an introduction to random processes and some essential results from information theory, providing the necessary foundation for a full understanding of the image and video processing concepts that follow. A significant new feature is the explanation of practical network coding methods for image and video transmission. There is also coverage of new approaches such as: super-resolution methods, non-local processing, and directional transforms.
This book also has on-line support that contains many short MATLAB programs that complement examples and exercises on multidimensional signal, image, and video processing. There are numerous short video clips showing applications in video processing and coding, plus a copy of the vidview video player for playing .yuv video files on a Windows PC and an illustration of the effect of packet loss on H.264/AVC coded bitstreams.
New to this edition:
- New appendices on random processes, information theory
- New coverage of image analysis - edge detection, linking, clustering, and segmentation
- Expanded coverage on image sensing and perception, including color spaces.
- Now summarizes the new MPEG coding standards: scalable video coding (SVC) and multiview video coding (MVC), in addition to coverage of H.264/AVC.
- Updated video processing material including new example on scalable video coding and more material on object- and region-based video coding.
- More on video coding for networks including practical network coding (PNC), highlighting the significant advantages of PNC for both video downloading and streaming.
- New coverage of super-resolution methods for image and video.
- Only R&D level tutorial that gives an integrated treatment of image and video processing - topics that are interconnected.
- New chapters on introductory random processes, information theory, and image enhancement and analysis
- Coverage and discussion of the latest standards in video coding: H.264/AVC and the new scalable video standard (SVC)
Table of contents
- Cover image
- Title page
- Table of Contents
- Copyright
- Preface
- Chapter 1. Two-Dimensional Signals and Systems
- Chapter 2. Sampling in Two Dimensions
- Chapter 3. Two-Dimensional Systems and Z-Transforms
- Chapter 4. 2-D Discrete-Space Transforms
- Chapter 5. Two-Dimensional Filter Design
- Chapter 6. Image Perception and Sensing
- Chapter 7. Image Enhancement and Analysis
-
Chapter 8. Image Estimation and Restoration
- 8.1 Two-Dimensional Random Fields
- 8.2 Estimation for Random Fields
- 8.3 Two-Dimensional Recursive Estimation
- 8.4 Inhomogeneous Gaussian Estimation
- 8.5 Estimation in the Subband/Wavelet Domain
- 8.6 Bayesian and Maximum a Posteriori Estimation
- 8.7 Image Identification and Restoration
- 8.8 Non-Bayesian Methods
- 8.9 Image Superresolution
- 8.10 Color Image Processing
- Conclusions
- Problems
- References
- Appendix: Random Processes
- Chapter 9. Digital Image Compression
- Chapter 10. Three-Dimensional and Spatiotemporal Processing
- Chapter 11. Digital Video Processing
-
Chapter 12. Digital Video Compression
- 12.1 Intraframe Coding
- 12.2 Interframe Coding
- 12.3 Early Interframe Coding Standards
- 12.4 Interframe SWT Coders
- 12.5 Scalable Video Coders
- 12.6 Current Interframe Coding Standards
- 12.7 Nonlocal Intraprediction
- 12.8 Object-Based Coding
- 12.9 Comments on the Sensitivity of Compressed Video
- Conclusions
- Problems
- References
- Chapter 13. Video Transmission over Networks
- Index
Product information
- Title: Multidimensional Signal, Image, and Video Processing and Coding, 2nd Edition
- Author(s):
- Release date: June 2011
- Publisher(s): Academic Press
- ISBN: 9780123814203
You might also like
book
Digital Signal and Image Processing using MATLAB, Volume 1: Fundamentals, 2nd Edition
This fully revised and updated second edition presents the most important theoretical aspects of Image and …
book
Handbook of Image and Video Processing, 2nd Edition
55% new material in the latest edition of this “must-have for students and practitioners of image …
book
A Computational Introduction to Digital Image Processing, 2nd Edition
This bestseller explores the nature and use of digital images and shows how they can be …
book
Digital Video Processing, Second Edition
This is the Rough Cut version of the printed book. In the nearly twenty years since …