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What is included with this book?
Introduction Motivation | |
Why is Computer Vision Difficult? | |
Image Representation and Image Analysis Tasks | |
Summary | |
References | |
The Image, its Representations and Properties Image Representations, a Few Concepts | |
Image Digitization | |
Sampling | |
Quantization | |
Digital Image Properties | |
Metric and Topological Properties of Digital Images | |
Histograms | |
Entropy | |
Visual Perception of the Image | |
Image Quality | |
Noise in Images | |
Color Images | |
Physics of Color | |
Color Perceived by Humans | |
Color Spaces | |
Palette Images | |
Color Constancy | |
Cameras: An Overview | |
Photosensitive Sensors | |
A Monochromatic Camera | |
A Color Camera | |
Summary | |
References | |
The Image, its Mathematical and Physical Background Overview | |
Linearity | |
The Dirac Distribution and Convolution | |
Linear Integral Transforms | |
Images as Linear Systems | |
Introduction to Linear Integral Transforms | |
1D Fourier Transform | |
2D Fourier Transform | |
Sampling and the Shannon Constraint | |
Discrete Cosine Transform | |
Wavelet Transform | |
Eigen-Analysis | |
Singular Value Decomposition | |
Principle Component Analysis | |
Other Orthogonal Image Transforms | |
Images as Stochastic Processes | |
Image Formation Physics | |
Images as Radiometric Measurements | |
Image Capture and Geometric Optics | |
Lens Aberrations and Radial Distortion | |
Image Capture from a Radiometric Point of View | |
Surface Reflectance | |
Summary | |
References | |
Data Structures for Image Analysis Levels of Image Data Representation | |
Traditional Image Data Structures | |
Matrices | |
Chains | |
Topological Data Structures | |
Relational Structures | |
Hierarchical Data Structures | |
Pyramids | |
Quadtrees | |
Other Pyramidal Structures | |
Summary | |
References | |
Image Pre-Processing Pixel Brightness Transformations | |
Position-Dependent Brightness Correction | |
Gray-Scale Transformation | |
Geometric Transformations | |
Pixel Co-ordinate Transformations | |
Brightness Interpolation | |
Local Pre-Processing | |
Image Smoothing | |
Edge Detectors | |
Zero-Crossings of the Second Derivative | |
Scale in Image Processing | |
Canny Edge Detection | |
Parametric Edge Models | |
Edges in Multi-Spectral Images | |
Local Detection by Local Pre-Processing Operators | |
Detection of Corners (Interest Points) | |
Detection of Maximally Stable Extremal Regions | |
Image Restoration | |
Degradations That are Easy to Restore | |
Inverse Filtration | |
Wiener Filtration | |
Summary | |
References | |
Segmentation I Thresholding | |
Threshold Detection Methods | |
Optimal Thresholding | |
Multi-Spectral Thresholding | |
Edge Based Segmentation | |
Edge Image Thresholding | |
Edge Relaxation | |
Border Tracing | |
Border Detection as graph Searching | |
Border Detection as Dynamic Programming | |
Hough Transforms | |
Border Detection Using Border Location Information | |
Region Construction from Borders | |
Region Based Segmentation | |
Region Merging | |
Region Splitting | |
Splitting and Merging | |
Watershed Segmentation | |
Region Growing Post-Processing | |
Matching | |
Matching Criteria | |
Control Strategies of Matching | |
Evaluation Issues in Segmentation | |
Supervised Evaluation | |
Unsupervised Evaluation | |
Summary | |
References | |
Segmentation II Mean Shift Segmentation | |
Active Contour Models ? Snakes | |
Traditional Snakes and Balloons | |
Extensions | |
Gradient Vector Flow Snakes | |
Geometric Deformable Models ? Level Sets and Geodesic Active Contours | |
Fuzzy Connectivity | |
Towards 3D Graph-Based Image Segmentation | |
Simultaneous Detection of Border Pairs | |
Sub-optimal Surface Detection | |
Graph Cut Segmentation | |
Optimal Single and Multiple Surface Segmentation | |
Summary | |
References | |
Shape Representation and Description Region Identification | |
Contour-Based Shape Representation and Description | |
Chain Codes | |
Simple Geometric Border Representation | |
Fourier Transforms of Boundaries | |
Boundary Description using Segment Sequences | |
B-Spline Representation | |
Other Contour-Based Shape Description Approaches | |
Shape Invariants | |
Region-Based Shape Representation and Description | |
Simple Scalar Region Descriptors | |
Momen | |
Table of Contents provided by Publisher. All Rights Reserved. |
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