Biomedical Image Analysis : Statistical and Variational Methods (Hardcover)

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.