Digital Image Processing for Medical Applications

ISBN-13: 9780521860857 / Angielski / Twarda / 2009 / 459 str.

Geoff Dougherty

Opis

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.

Recenzje

''Digital image processing is a vast field. Even applications in medical imaging cover a very wide spectrum of activities. These can range from simple calculations of image profiles to complex CT reconstruction. Geoff Dougherty's book manages to condense the enormous digital image processing toolbox to a level that is ideal for someone with background in medical imaging wishing to explore this field. Getting the level correct is always difficult, but Professor Dougherty's vast teaching experience is clearly evident throughout the book. Relatively simple mathematics is used, but only where necessary. A particularly attractive aspect of the book are the computer-based activities in each chapter which give the reader 'hands-on' image processing experience. It is also an ideal starter textbook for a scientist proposing to specialise in medical image processing; the bibliography is impressive and up to date. It's the book I'd like to have read starting out in medical image processing some twenty-five years ago!' Patrick Kenny, Mater Misericordiae University Hospital, Dublin

Spis treści

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.