Guide to Medical Image Analysis
Methods and Algorithms
Paperback Engels 2014 2012e druk 9781447160960Samenvatting
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
Lezersrecensies
Inhoudsopgave
Digital Image Acquisition
Image Storage and Transfer
Image Enhancement
Feature Detection
Segmentation: Principles and Basic Techniques
Segmentation in Feature Space
Segmentation as a Graph Problem
Active Contours and Active Surfaces
Registration and Normalization
Detection and Segmentation by Shape and Appearance
Classification and Clustering
Validation
Optimisation of Markov Random Fields
Variational Calculus
Principal Component Analysis
References
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