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.
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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.
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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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SUMMARY OR ABSTRACT
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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.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
Springer Nature
Stock Number
com.springer.onix.9783319738390
OTHER EDITION IN ANOTHER MEDIUM
International Standard Book Number
9783319738383
TOPICAL NAME USED AS SUBJECT
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.
(SUBJECT CATEGORY (Provisional
NAT-- 027000
PDE
SCI-- 008000
SCI-- 086000
DEWEY DECIMAL CLASSIFICATION
Number
570
.
285
Edition
23
LIBRARY OF CONGRESS CLASSIFICATION
Class number
RC386
.
6
.
M34
PERSONAL NAME - ALTERNATIVE RESPONSIBILITY
Grusso, Francesco
Kaden, Enrico
Ning, Lipeng
Tax, Chantal M. W.
Veraart, Jelle
CORPORATE BODY NAME - PRIMARY RESPONSIBILITY
CDMRI (Workshop)(9th :2017 :, Québec, Québec)
CORPORATE BODY NAME - ALTERNATIVE RESPONSIBILITY
International Conference on Medical Image Computing and Computer-Assisted Intervention(20th :2017 :, Québec, Québec)