Image Registration

Principles, Tools and Methods

Paperback Engels 2014 2012e druk 9781447157991
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Samenvatting

This book 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. Features: discusses similarity/dissimilarity measures, point detectors, feature extraction/selection and homogeneous/heterogeneous descriptors; examines robust estimators, point pattern matching algorithms, transformation functions, and image resampling and blending; covers principal axes methods, hierarchical methods, optimization-based methods, edge-based methods, model-based methods, and adaptive methods; includes a glossary, an extensive list of references, and an appendix on PCA.

Specificaties

ISBN13:9781447157991
Taal:Engels
Bindwijze:paperback
Aantal pagina's:442
Uitgever:Springer London
Druk:2012

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Inhoudsopgave

<p>Introduction</p><p>Similarity and Dissimilarity Measures</p><p>Point Detectors</p><p>Feature Extraction</p><p>Image Descriptors</p><p>Feature Selection and Heterogeneous Descriptors</p><p>Point Pattern Matching</p><p>Robust Parameter Estimation</p><p>Transformation Functions</p><p>Image Resampling and Compositing</p><p>Image Registration Methods</p><p>A Principal Component Analysis (PCA)</p>

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