Biomedical Image Analysis: Statistical and Variational Methods

ISBN: 9781139989138 出版年：2014 页码：488 Farag Cambridge University Press

1. Overview of biomedical image analysis Part I. Signals and Systems, Image Formation, and Image Modality: 2. Overview of two-dimensional signals and systems 3. Biomedical imaging modalities Part II. Stochastic Models: 4. Random variables 5. Random processes 6. Basics of random fields 7. Probability density estimation by linear models Part III. Computational Geometry: 8. Basics of topology and computational geometry 9. Geometric features extraction Part IV. Variational Calculus and Level Set Methods: 10. Variational approaches and level sets Part V. Image Analysis Tools: 11. Segmentation - statistical approach 12. Segmentation - variational approach 13. Basics of registration 14. Variational methods for shape registrations 15. Statistical models of shape and appearance.