Alejandro Frangi,
Jerry Prince,
Milan Sonka
Elsevier Science
e druk, 2023
9780128136577
Medical Image Analysis
Specificaties
Paperback, blz.
|
Engels
Elsevier Science |
e druk, 2023
ISBN13: 9780128136577
Rubricering
Onderdeel van serie
The MICCAI Society book Series
Verwachte levertijd ongeveer 9 werkdagen
Samenvatting
Medical imaging is increasingly at the base of many breakthroughs in biomedical sciences, becoming a fundamental enabling technology of biomedical scientific progress. Medical Image Analysis presents practical knowledge on medical image computing and analysis and is written by top educators and experts in the field. This text is a modern, practical, broad, and self-contained reference that conveys a mix of essential methodological concepts within different medical domains, reflecting the nature of the discipline today, making it suitable as a course text and a self-learning resource.
Specificaties
Inhoudsopgave
PART I Introductory topics<br>1. Medical imaging modalities<br>2. Mathematical preliminaries<br>3. Regression and classification<br>4. Estimation and inference<br><br>PART II Image representation and processing<br>5. Image representation and 2D signal processing<br>6. Image filtering: enhancement and restoration<br>7. Multiscale and multiresolution analysis<br><br>PART III Medical image segmentation<br>8. Statistical shape models<br>9. Segmentation by deformable models<br>10. Graph cut-based segmentation<br><br>PART IV Medical image registration<br>11. Points and surface registration<br>12. Graph matching and registration<br>13. Parametric volumetric registration<br>14. Non-parametric volumetric registration<br>15. Image mosaicking<br><br>PART V Machine learning in medical image analysis<br>16. Deep learning fundamentals<br>17. Deep learning for vision and representation learning<br>18. Deep learning medical image segmentation<br>19. Machine learning in image registration<br><br>PART VI Advanced topics in medical image analysis<br>20. Motion and deformation recovery and analysis<br>21. Imaging Genetics<br><br>PART VII Large-scale databases<br>22. Detection and quantitative enumeration of objects from large images<br>23. Image retrieval in big image data<br><br>PART VIII Evaluation in medical image analysis<br>24. Assessment of image computing methods
