عنوان

Computational diffusion MRI :

3319738399

9783319738390

3319738380

9783319738383

Computational diffusion MRI :

[Book]

MICCAI Worskhop, Québec, Canada, September 2017 /

Enrico Kaden, Francesco Grusso, Lipeng Ning, Chantal M.W. Tax, Jelle Veraart, editors.

Cham :

Springer,

[2018]

©2018

1 online resource :

illustrations

Mathematics and visualization

Intro; Preface; Program Committee; Contents; Part I Data Acquisition and Modeling; Estimating Tissue Microstructure Using Diffusion-Weighted Magnetic Resonance Spectroscopy of Brain Metabolites; 1 Introduction; 2 MRS and DW-MRS (Very) Briefly; 3 Geometrical Models for Tissue Microstructure Estimates Using the Diffusion of Brain Metabolites; 4 Computational Models for Cell Morphology Estimates Using the Diffusion of Brain Metabolites; 5 Conclusion; References; (k, q)-Compressed Sensing for dMRI with Joint Spatial-Angular Sparsity Prior; 1 Introduction; 2 Background and Prior Work; 3 Methods.

2.1 Discrete Representation of MAPs and Reorientation2.2 MAP Similarity Measure; 2.3 Diffeomorphic Registration of MAP Fields; 3 Results and Discussion; 4 Conclusion; References; Diffusion Orientation Histograms (DOH) for Diffusion Weighted Image Analysis; 1 Introduction; 2 Related Work; 3 Diffusion Orientation Histogram Descriptors; 4 Experiments; 5 Discussion; References; Part III Tractography and Connectivity; Learning a Single Step of Streamline Tractography Based on Neural Networks; 1 Introduction; 2 Methods; 2.1 Input to the Network; 2.2 Output of the Network and Post Processing.

Part II Image PostprocessingDiffusion Specific Segmentation: Skull Stripping with Diffusion MRI Data Alone; 1 Introduction; 1.1 Desired Properties of a dMRI Segmenter; 2 Methods; 2.1 Feature Extraction; 2.2 Classifier Selection; 2.3 Morphological Filtering; 2.4 Comparison with Other Intracranial Mask Generation Methods; 3 Data, Training, and Testing; 3.1 Data; 3.2 Training; 3.3 Testing; 4 Results; 5 Conclusions; References; Diffeomorphic Registration of Diffusion Mean Apparent Propagator Fields Using Dynamic Programming on a Minimum Spanning Tree; 1 Introduction; 2 Methods.

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This volume presents the latest developments in the highly active and rapidly growing field of diffusion MRI. The reader will find numerous contributions covering a broad range of topics, from the mathematical foundations of the diffusion process and signal generation, to new computational methods and estimation techniques for the in-vivo recovery of microstructural and connectivity features, as well as frontline applications in neuroscience research and clinical practice. These proceedings contain the papers presented at the 2017 MICCAI Workshop on Computational Diffusion MRI (CDMRI'17) held in Québec, Canada on September 10, 2017, sharing new perspectives on the most recent research challenges for those currently working in the field, but also offering a valuable starting point for anyone interested in learning computational techniques in diffusion MRI. This book includes rigorous mathematical derivations, a large number of rich, full-colour visualisations and clinically relevant results. As such, it will be of interest to researchers and practitioners in the fields of computer science, MRI physics and applied mathematics.

Springer Nature

com.springer.onix.9783319738390

9783319738383

Diffusion magnetic resonance imaging, Congresses.

Computational Biology/Bioinformatics.

Computational Mathematics and Numerical Analysis.

Image Processing and Computer Vision.

Mathematical and Computational Biology.

Mathematics.

Statistics for Life Sciences, Medicine, Health Sciences.

Diffusion magnetic resonance imaging.

Image processing.

Life sciences: general issues.

Maths for scientists.

NATURE-- Reference.

Numerical analysis.

Probability & statistics.

SCIENCE-- Life Sciences-- Biology.

SCIENCE-- Life Sciences-- General.

NAT-- 027000

PDE

SCI-- 008000

SCI-- 086000

Grusso, Francesco

Kaden, Enrico

Ning, Lipeng

Tax, Chantal M. W.

Veraart, Jelle

CDMRI (Workshop)(9th :2017 :, Québec, Québec)

International Conference on Medical Image Computing and Computer-Assisted Intervention(20th :2017 :, Québec, Québec)

20200823104503.0

pn

[Book]

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