Image Registration

Principles, Tools and Methods

AvA. Ardeshir Goshtasby

Inbunden, Engelska, 2012

Del i serien Advances in Computer Vision and Pattern Recognition

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Beskrivning

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.

Produktinformation

Utgivningsdatum:2012-01-13
Mått:155 x 235 x 31 mm
Vikt:852 g
Format:Inbunden
Språk:Engelska
Serie:Advances in Computer Vision and Pattern Recognition
Antal sidor:442
Upplaga:2012
Förlag:Springer London Ltd
ISBN:9781447124573

Utforska kategorier

Systemvetenskap och AI inom Data och IT

Recensioner i media

From the reviews: "The book Image Registration: Principles, Tools and Methods by A. Ardeshir Goshtasby is a detailed reference on ... low-level computer vision sub-tasks. ... The book provides explicit near-pseudo-code descriptions of some of the algorithms discussed which can be helpful for someone interested in implementing the algorithms. It has a total of 441 pages and is self-contained and easy to read, thus well suited as a reference book for students and practitioners ... ." (Zeeshan Zia, IAPR Newsletter, Vol. 35 (2), April, 2013) "This book aims to describe principles, tools and methods in image registration. ... New tools and methods are introduced and evaluated. The book covers the fundamentals of digital image registration ... . Each chapter concludes with an extensive and ... updated list of bibliographic references. This book is a valuable text for students, image analysis software developers, engineers, and researchers who would like to analyze two or more images of a scene." (Oscar Bustos, Zentralblatt MATH, Vol. 1243, 2012)

Innehållsförteckning

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