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Image Registration: Principles, Tools and Methods
Image registration is the process of finding correspondence between all points in two images of a scene – a process with numerous applications in computer vision and image analysis.
This comprehensive text/reference presents a thorough and detailed guide to image registration, outlining the principles and reviewing state of the art tools and methods,. The book begins by identifying the components of a general image registration system, and then describes the design of each component using various image analysis tools. The text reviews a vast array of tools and methods, not only describing the principles behind each tool and method, but also measuring and comparing their performances using synthetic and real data.
1 Introduction 1
2 Similarity and Dissimilarity Measures 7
3 Point Detectors 67
4 Feature Extraction 123
5 Image Descriptors 219
6 Feature Selection & Heterogeneous Descriptors 247
7 Point Pattern Matching 267
8 Robust Parameter Estimation 313
9 Transformation Functions 343
10 Image Resampling and Compositing 401
11 Image Registration Methods 415
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