Image processing is a hands-on discipline, and the best way to learn is by doing. This text takes its motivation from medical applications and uses real medical images and situations to illustrate and clarify concepts and to build intuition, insight and understanding. Designed for advanced undergraduates and graduate students who will become end-users of digital image processing, it covers the basics of the major clinical imaging modalities, explaining how the images are produced and acquired. It then presents the standard image processing operations, focusing on practical issues and problem solving. Crucially, the book explains when and why particular operations are done, and practical computer-based activities show how these operations affect real images. All images, links to the public-domain software ImageJ and custom plug-ins, and selected solutions are available from www.cambridge.org/books/dougherty.
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Preface; 1. Introduction; 2. Imaging systems; 3. Medical images obtained with ionizing radiation; 4. Medical images obtained with non-ionizing radiation; 5. Fundamentals of digital image processing; 6. Image enhancement in the spatial domain; 7. Image enhancement in the frequency domain; 8. Image restoration; 9. Morphological image processing; 10. Image segmentation; 11. Feature recognition and classification; 12. Three-dimensional visualization; 13. Medical applications of imaging; 14. Frontiers of image processing in medicine; Appendix A. The Fourier Series and Fourier Transform; Appendix B. Set theory and probability; Appendix C. Shape and texture; Bibliography; Index.
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'Digital Image Processing succeeds in being an accessible but rigorous first course in the generation and manipulation of medical images. Dougherty moves seamlessly between gamma rays, radiation doses, picture archiving strategies, Boolean logic, Fourier transforms, and applications like mammography and angiography. … The chief strengths … are its clear and well-considered organisation, its accessibility to a wide variety of audiences, and its applicability to an array of imaging modalities and techniques. The book also has wonderful illustrations, particularly of how to enhance images in the spatial and frequency domains.' Perspectives in Biology and Medicine
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Hands-on text for a first course aimed at end-users, focusing on concepts, practical issues and problem solving.

Produktdetaljer

ISBN
9780521860857
Publisert
2009-04-09
Utgiver
Vendor
Cambridge University Press
Vekt
1400 gr
Høyde
254 mm
Bredde
179 mm
Dybde
27 mm
Aldersnivå
UU, UP, 05
Språk
Product language
Engelsk
Format
Product format
Innbundet
Antall sider
459

Forfatter

Biographical note

Geoff Dougherty is Professor of Applied Physics and Medical Imaging at California State University Channel Islands where he teaches both undergraduate and graduate courses in image processing, medical imaging and pattern recognition. He has been conducting research in the applications of image processing and analysis to medical images for over 15 years, and is the author of more than 60 publications. He is a Senior Member of the IEEE, a Fellow of the IET and a Member of the American Association of Physicists in Medicine (AAPM).