Handbook of Diffusion MR Tractography: Imaging Methods, Biophysical Models, Algorithms and Applications
Editat de Flavio Dell'Acqua, Maxime Descoteaux, Alexander Leemansen Limba Engleză Hardback – 10 dec 2024
An extensive section of the book is devoted to the description of tractography applications in research and clinical settings to give a complete picture of tractography practice today. By focusing on technology, models, and applications, this handbook will be an indispensable reference for researchers and students with backgrounds in computer science, mathematics, physics, neuroscience, and medical science.
- Provides a unique reference covering the whole field of MRI diffusion tractography
- Includes in-depth descriptions of the latest research and current state-of-the-art of methods available in the field of diffusion tractography
- Present a step-by-step pipeline approach, from setting up MRI data acquisition to the analysis of large-scale tractography datasets
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Specificații
ISBN-13: 9780128188941
ISBN-10: 0128188944
Pagini: 750
Ilustrații: 525 illustrations (75 in full color)
Dimensiuni: 216 x 276 x 43 mm
Greutate: 2 kg
Editura: ELSEVIER SCIENCE
ISBN-10: 0128188944
Pagini: 750
Ilustrații: 525 illustrations (75 in full color)
Dimensiuni: 216 x 276 x 43 mm
Greutate: 2 kg
Editura: ELSEVIER SCIENCE
Public țintă
Researchers and graduate students working in diffusion MRI Trachtography with a background in computer science, biomedical engineering, Physics and mathematics, neuroscientists and cliniciansCuprins
PART I: From Anatomy to Tractography
1. The Brain and its Pathways
2. Neurobiology of Connections
3. Past and Present of Mapping Brain Connections
4. From Brownian motion to the brain connectome: My perspective and historical view of Diffusion MRI
PART II: Diffusion MRI
5. Physics of Diffusion Imaging: Fundamentals
6. Diffusion MRI acquisition for tractography: diffusion encoding
7. Diffusion MRI acquisition for tractography: Diffusion sequences
8. Diffusion MRI acquisition for tractography: Beyond the in vivo adult human brain
9. Artifacts and Diffusion MRI Processing
10. Single Shell Models: from DTI to HARDI
11. Multi-shell Models
12. From Diffusion Models to Fiber Orientations
PART III: Tractography Algorithms
13. Deterministic Tractography
14. Probabilistic Tractography
15. Shortest Path Tractography
16. Global Tractography
17. Machine Learning in Tractography
18. Improving Tractography with Multimodal Integration & Anatomical Priors
19. Tractography in normal and pathological anatomy : practical considerations
20. Tractography Visualization
PART IV: From Streamlines to Tracts
21. Dissecting White Matter Pathways : A Neuroanatomical Approach
22. Dissecting White Matter Pathways : Automatic Approaches
23. Methods and statistics for diffusion MRI tractometry
24. Connectivity and Connectomics
25. Tractography Validation Part 1: what needs validation, numerical simulations, and phantoms
26. Tractography Validation Part 2: The use of anatomical model systems and measures for validation
27. Tractography Validation Part 3: Lessons Learned through validation studies
28. Current challenges and opportunities for tractography
PART V: Tractography Applications
29. Tractography: Applications to Neurodevelopment, Ageing and Plasticity
30. Tractography: Linking Behavior with White Matter Networks
31. Tractography as a Clinical Tool
32. Ex-vivo and Preclinical Tractography: Techniques and Applications at High Field
33. "Multicenter Studies and Harmonization: Problems, Solutions, and Open Challenges"
PART VI: Appendix
A. Vectors and Tensors
B. Numerical Integration
C. Interpolation, Splines and Smoothing
D. Spherical Harmonics
1. The Brain and its Pathways
2. Neurobiology of Connections
3. Past and Present of Mapping Brain Connections
4. From Brownian motion to the brain connectome: My perspective and historical view of Diffusion MRI
PART II: Diffusion MRI
5. Physics of Diffusion Imaging: Fundamentals
6. Diffusion MRI acquisition for tractography: diffusion encoding
7. Diffusion MRI acquisition for tractography: Diffusion sequences
8. Diffusion MRI acquisition for tractography: Beyond the in vivo adult human brain
9. Artifacts and Diffusion MRI Processing
10. Single Shell Models: from DTI to HARDI
11. Multi-shell Models
12. From Diffusion Models to Fiber Orientations
PART III: Tractography Algorithms
13. Deterministic Tractography
14. Probabilistic Tractography
15. Shortest Path Tractography
16. Global Tractography
17. Machine Learning in Tractography
18. Improving Tractography with Multimodal Integration & Anatomical Priors
19. Tractography in normal and pathological anatomy : practical considerations
20. Tractography Visualization
PART IV: From Streamlines to Tracts
21. Dissecting White Matter Pathways : A Neuroanatomical Approach
22. Dissecting White Matter Pathways : Automatic Approaches
23. Methods and statistics for diffusion MRI tractometry
24. Connectivity and Connectomics
25. Tractography Validation Part 1: what needs validation, numerical simulations, and phantoms
26. Tractography Validation Part 2: The use of anatomical model systems and measures for validation
27. Tractography Validation Part 3: Lessons Learned through validation studies
28. Current challenges and opportunities for tractography
PART V: Tractography Applications
29. Tractography: Applications to Neurodevelopment, Ageing and Plasticity
30. Tractography: Linking Behavior with White Matter Networks
31. Tractography as a Clinical Tool
32. Ex-vivo and Preclinical Tractography: Techniques and Applications at High Field
33. "Multicenter Studies and Harmonization: Problems, Solutions, and Open Challenges"
PART VI: Appendix
A. Vectors and Tensors
B. Numerical Integration
C. Interpolation, Splines and Smoothing
D. Spherical Harmonics