Image, video & 3D data registration : medical, satellite and video processing applications with quality metrics / Vasileios Argyriou, Jesus Martinez del Rincón, Barbara Villarini, Alexis Roche
Published
Chichester, West Sussex, United Kingdom : Wiley, 2015
Title Page; Copyright; Table of Contents; Preface; Acknowledgements; Chapter 1: Introduction; 1.1 The History of Image Registration; 1.2 Definition of Registration; 1.3 What is Motion Estimation; 1.4 Video Quality Assessment; 1.5 Applications; 1.6 Organization of the Book; References; Chapter 2: Registration for Video Coding; 2.1 Introduction; 2.2 Motion Estimation Technique; 2.3 Registration and Standards for Video Coding; 2.4 Evaluation Criteria; 2.5 Objective Quality Assessment; 2.6 Conclusion; 2.7 Exercises; References; Chapter 3: Registration for Motion Estimation and Object Tracking
3.1 Introduction3.2 Optical Flow; 3.3 Efficient Discriminative Features for Motion Estimation; 3.4 Object Tracking; 3.5 Evaluating Motion Estimation and Tracking; 3.6 Conclusion; 3.7 Exercise; References; Chapter 4: Face Alignment and Recognition Using Registration; 4.1 Introduction; 4.2 Unsupervised Alignment Methods; 4.3 Supervised Alignment Methods; 4.4 3D Alignment; 4.5 Metrics for Evaluation; 4.6 Conclusion; 4.7 Exercise; References; Chapter 5: Remote Sensing Image Registration in the Frequency Domain; 5.1 Introduction; 5.2 Challenges in Remote Sensing Imaging
5.3 Satellite Image Registration in the Fourier Domain5.4 Correlation Methods; 5.5 Subpixel Shift Estimation in the Fourier Domain; 5.6 FFT-Based Scale-Invariant Image Registration; 5.7 Motion Estimation in the Frequency Domain for Remote Sensing Image Sequences; 5.8 Evaluation Process and Related Datasets; 5.9 Conclusion; 5.10 Exercise -- Practice; References; Chapter 6: Structure from Motion; 6.1 Introduction; 6.2 Pinhole Model; 6.3 Camera Calibration; 6.4 Correspondence Problem; 6.5 Epipolar Geometry; 6.6 Projection Matrix Recovery; 6.7 Feature Detection and Registration
6.8 Reconstruction of 3D Structure and Motion6.9 Metrics and Datasets; 6.10 Conclusion; 6.11 Exercise-Practice; References; Chapter 7: Medical Image Registration Measures; 7.1 Introduction; 7.2 Feature-Based Registration; 7.3 Intensity-Based Registration; 7.4 Transformation Spaces and Optimization; 7.5 Conclusion; 7.6 Exercise; References; Chapter 8: Video Restoration Using Motion Information; 8.1 Introduction; 8.2 History of Video and Film Restoration; 8.3 Restoration of Video Noise and Grain; 8.4 Restoration Algorithms for Video Noise; 8.5 Instability Correction Using Registration
8.6 Estimating and Removing Flickering8.7 Dirt Removal in Video Sequences; 8.8 Metrics in Video Restoration; 8.9 Conclusions; 8.10 Exercise-Practice; References; Index; End User License Agreement
Summary
"This book is focused on providing algorithms and image and video techniques for registration and quality performance metrics. The authors provide various assessment metrics for measuring registration quality alongside analyses of registration techniques, introducing and explaining both familiar and state-of-the-art registration methodologies used in a variety of targeted applications"-- Provided by publisher
