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Preface | |
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Acknowledgements | |
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Notation and Abbreviations | |
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Introduction | |
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Stereo-pair Images and Depth Perception | |
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3D Vision Systems | |
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3D Vision Applications | |
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Contents Overview: The 3D Vision Task in Stages | |
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Brief History of Research on Vision | |
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Abstract | |
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Retrospective of Vision Research | |
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Closure | |
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3 2D and 3D Vision Formation | |
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Abstract | |
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Human Visual System | |
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Geometry and Acquisition of a Single Image | |
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Stereoscopic Acquisition Systems | |
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Stereo Matching Constraints | |
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Calibration of Cameras | |
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Practical Examples | |
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Appendix: Derivation of the Pin-hole Camera Transformation | |
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Closure | |
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Low-level Image Processing for Image Matching | |
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Abstract | |
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Basic Concepts | |
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Discrete Averaging | |
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Discrete Differentiation | |
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Edge Detection | |
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Structural Tensor | |
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Corner Detection | |
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Practical Examples | |
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Closure | |
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Scale-space Vision | |
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Abstract | |
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Basic Concepts | |
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Constructing a Scale-space | |
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Multi-resolution Pyramids | |
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Practical Examples | |
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Closure | |
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Image Matching Algorithms | |
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Abstract | |
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Basic Concepts | |
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Match Measures | |
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Computational Aspects of Matching | |
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Diversity of Stereo Matching Methods | |
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Area-based Matching | |
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Area-based Elastic Matching | |
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Feature-based Image Matching | |
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Gradient-based Matching | |
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Method of Dynamic Programming | |
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Graph Cut Approach | |
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Optical Flow | |
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Practical Examples | |
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Closure | |
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Space Reconstruction and Multiview Integration | |
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Abstract | |
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General 3D Reconstruction | |
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Multiview Integration | |
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Closure | |
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Case Examples | |
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Abstract | |
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3D System for Vision-Impaired Persons | |
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Face and Body Modelling | |
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Clinical and Veterinary Applications | |
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Movie Restoration | |
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Closure | |
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Basics of the Projective Geometry | |
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Abstract | |
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Homogeneous Coordinates | |
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Point, Line and the Rule of Duality | |
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Point and Line at Infinity | |
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Basics on Conics | |
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Group of Projective Transformations | |
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Projective Invariants | |
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Closure | |
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Basics of Tensor Calculus for Image Processing | |
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Abstract | |
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Basic Concepts | |
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Change of a Base | |
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Laws of Tensor Transformations | |
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The Metric Tensor | |
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Simple Tensor Algebra | |
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Closure | |
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Distortions and Noise in Images | |
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Abstract | |
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Types and Models of Noise | |
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Generating Noisy Test Images | |
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Generating Random Numbers with Normal Distributions | |
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Closure | |
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Image Warping Procedures | |
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Abstract | |
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Architecture of the Warping System | |
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Coordinate Tran | |