Guide to medical image analysis : methods and algorithms
著者
書誌事項
Guide to medical image analysis : methods and algorithms
（Advances in computer vision and pattern recognition / Sameer Singh, Sing Bing Kang, series editors）
Springer, c2012
- : [hardback]
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
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.
目次
The Analysis of Medical Images 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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