Guide to Medical Image Analysis

Methods and Algorithms

Paperback Engels 2014 2012e druk 9781447160960
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Samenvatting

This book presents a comprehensive overview of medical image analysis. Practical in approach, the text is uniquely structured by potential applications. Features: presents learning objectives, exercises and concluding remarks in each chapter, in addition to a glossary of abbreviations; describes a range of common imaging techniques, reconstruction techniques and image artefacts; discusses the archival and transfer of images, including the HL7 and DICOM standards; presents a selection of techniques for the enhancement of contrast and edges, for noise reduction and for edge-preserving smoothing; examines various feature detection and segmentation techniques, together with methods for computing a registration or normalisation transformation; explores object detection, as well as classification based on segment attributes such as shape and appearance; reviews the validation of an analysis method; includes appendices on Markov random field optimization, variational calculus and principal component analysis.

Specificaties

ISBN13:9781447160960
Taal:Engels
Bindwijze:paperback
Aantal pagina's:468
Uitgever:Springer London
Druk:2012

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Inhoudsopgave

<p>The Analysis of Medical Images</p><p>Digital Image Acquisition</p><p>Image Storage and Transfer</p><p>Image Enhancement</p><p>Feature Detection</p><p>Segmentation: Principles and Basic Techniques</p><p>Segmentation in Feature Space</p><p>Segmentation as a Graph Problem</p><p>Active Contours and Active Surfaces</p><p>Registration and Normalization</p><p>Detection and Segmentation by Shape and Appearance</p><p>Classification and Clustering</p><p>Validation</p><p>Optimisation of Markov Random Fields</p><p>Variational Calculus</p><p>Principal Component Analysis</p><p>References</p>

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        Guide to Medical Image Analysis