
- English
- ePUB (mobile friendly)
- Available on iOS & Android
2D and 3D Image Analysis by Moments
About this book
Presents recent significant and rapid development in the field of 2D and 3D image analysis
2D and 3D Image Analysis by Moments, is a unique compendium of moment-based image analysis which includes traditional methods and also reflects the latest development of the field.
The book presents a survey of 2D and 3D moment invariants with respect to similarity and affine spatial transformations and to image blurring and smoothing by various filters. The book comprehensively describes the mathematical background and theorems about the invariants but a large part is also devoted to practical usage of moments. Applications from various fields of computer vision, remote sensing, medical imaging, image retrieval, watermarking, and forensic analysis are demonstrated. Attention is also paid to efficient algorithms of moment computation.
Key features:
- Presents a systematic overview of moment-based features used in 2D and 3D image analysis.
- Demonstrates invariant properties of moments with respect to various spatial and intensity transformations.
- Reviews and compares several orthogonal polynomials and respective moments.
- Describes efficient numerical algorithms for moment computation.
- It is a "classroom ready" textbook with a self-contained introduction to classifier design.
- The accompanying website contains around 300 lecture slides, Matlab codes, complete lists of the invariants, test images, and other supplementary material.
2D and 3D Image Analysis by Moments, is ideal for mathematicians, computer scientists, engineers, software developers, and Ph.D students involved in image analysis and recognition. Due to the addition of two introductory chapters on classifier design, the book may also serve as a self-contained textbook for graduate university courses on object recognition.
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Information
Table of contents
- Cover
- Title Page
- Copyright
- Table of Contents
- Dedication
- Preface
- Authors' biographies
- Acknowledgements
- About the companion website
- Chapter 1: Motivation
- Chapter 2: Introduction to Object Recognition
- Chapter 3: 2D Moment Invariants to Translation, Rotation, and Scaling
- Chapter 4: 3D Moment Invariants to Translation, Rotation, and Scaling
- Chapter 5: Affine Moment Invariants in 2D and 3D
- Chapter 6: Invariants to Image Blurring
- Chapter 7: 2D and 3D Orthogonal Moments
- Chapter 8: Algorithms for Moment Computation
- Chapter 9: Applications
- Chapter 10: Conclusion
- Index
- End User License Agreement