Image Processing The Fundamentals 2nd Edition by Maria Petrou, Costas Petrou 111999439X 9781119994398

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Product details:

ISBN 10: 111999439X 

ISBN 13: 9781119994398

Author: Maria M. P. Petrou, Costas Petrou

Following the success of the first edition, this thoroughly updated second edition of Image Processing: The Fundamentals will ensure that it remains the ideal text for anyone seeking an introduction to the essential concepts of image processing. New material includes image processing and colour, sine and cosine transforms, Independent Component Analysis (ICA), phase congruency and the monogenic signal and several other new topics. These updates are combined with coverage of classic topics in image processing, such as orthogonal transforms and image enhancement, making this a truly comprehensive text on the subject.

Table of contents:

1. Introduction

2. Image Transformations
   2.1 Singular value decomposition
   2.2 Haar, Walsh and Hadamard transforms
   2.3 Discrete Fourier transform
   2.4 The even symmetric discrete cosine transform (EDCT)
   2.5 The odd symmetric discrete cosine transform (ODCT)
   2.6 The even antisymmetric discrete sine transform (EDST)
   2.7 The odd antisymmetric discrete sine transform (ODST)

3. Statistical Description of Images
   3.1 Random fields
   3.2 Karhunen-Loeve transform
   3.3 Independent component analysis

4. Image Enhancement
   4.1 Elements of linear filter theory
   4.2 Reducing high frequency noise
   4.3 Reducing low frequency interference
   4.4 Histogram manipulation
   4.5 Generic deblurring algorithms

5. Image Restoration
   5.1 Homogeneous linear image restoration: inverse filtering
   5.2 Homogeneous linear image restoration: Wiener filtering
   5.3 Homogeneous linear image restoration: Constrained matrix inversion
   5.4 Inhomogeneous linear image restoration: the whirl transform
   5.5 Nonlinear image restoration: MAP estimation
   5.6 Geometric image restoration

6. Image Segmentation and Edge Detection
   6.1 Image segmentation
   6.2 Edge detection
   6.3 Phase congruency and the monogenic signal

7. Image Processing for Multispectral Images
   7.1 Image preprocessing for multispectral images
   7.2 The physics and psychophysics of colour vision
   7.3 Colour image processing in practice

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Tags: Maria Petrou, Costas Petrou, Processing, Fundamentals