Shape in Medical Imaging International Workshop ShapeMI 2018 Held in Conjunction with MICCAI 2018 Granada Spain September 20 2018 Proceedings 1st Edition by Martin Reuter, Christian Wachinger, Herve Lombaert, Beatriz Paniagua, Marcel Luthi, Bernhard Egger ISBN 3030047466 978-3030047467

Shape in Medical Imaging International Workshop ShapeMI 2018 Held in Conjunction with MICCAI 2018 Granada Spain September 20 2018 Proceedings 1st Edition by Martin Reuter, Christian Wachinger, Hervé Lombaert, Beatriz Paniagua, Marcel Lüthi, Bernhard Egger – Ebook PDF Instant Download/Delivery: 3030047466, 978-3030047467

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Product details:

ISBN 10: 3030047466

ISBN 13: 978-3030047467 

Author: Martin Reuter, Christian Wachinger, Hervé Lombaert, Beatriz Paniagua, Marcel Lüthi, Bernhard Egger

This book constitutes the proceedings of the Workshop on Shape in Medical Imaging, ShapeMI 2018, held in conjunction with the 21st International Conference on Medical Image Computing, MICCAI 2018, in Granada, Spain, in September 2018.

The 26 full papers and 2 short papers presented were carefully reviewed and selected for inclusion in this volume. The papers discuss novel approaches and applications in shape and geometry processing and their use in research and clinical studies and explore novel, cutting-edge theoretical methods and their usefulness for medical applications, e.g., from the fields of geometric learning or spectral shape analysis.

Table of contents:

Part I: Shape Applications / Validation / Software

1. Deformetrica 4: An Open-Source Software for Statistical Shape Analysis

2. On the Evaluation and Validation of Off-the-Shelf Statistical Shape Modeling Tools: A Clinical Application

3. Characterizing Anatomical Variability and Alzheimer’s Disease Related Cortical Thinning in the Medial Temporal Lobe Using Graph-Based Groupwise Registration and Point Set Geodesic Shooting

4. Interpretable Spiculation Quantification for Lung Cancer Screening

5. Shape and Facet Analyses of Alveolar Airspaces of the Lung

6. SlicerSALT: Shape AnaLysis Toolbox

7. 3D Shape Analysis for Coarctation of the Aorta

8. Morphometric Sex Estimation from the Hip Bone by Means of the HIP 1.1 Software

Part II: Shape Methods

9. Deformable Cubic Hermite Mesh Templates for Statistical Liver Shape Analysis

10. Global Divergences Between Measures: From Hausdorff Distance to Optimal Transport

11. Parallel Transport of Surface Deformations from Pole Ladder to Symmetrical Extension

12. 4D Continuous Medial Representation Trajectory Estimation for Longitudinal Shape Analysis

13. Probabilistic Fitting of Active Shape Models

14. Automatic Extraction of a Piecewise Symmetry Surface of a 3D Mesh: Application to Scoliosis

15. Image Registration and Predictive Modeling: Learning the Metric on the Space of Diffeomorphisms

16. Joint Registration of Multiple Generalized Point Sets

17. OCT Segmentation: Integrating Open Parametric Contour Model of the Retinal Layers and Shape Constraint to the Mumford-Shah Functional

18. Segmenting Bones Using Statistical Shape Modeling and Local Template Matching

19. Shape Analysis of White Matter Tracts via the Laplace-Beltrami Spectrum

20. Virtual 2D–3D Fracture Reduction with Bone Length Recovery Using Statistical Shape Models

Part III: Shape Classification and Deep Learning

21. Deep Shape Analysis on Abdominal Organs for Diabetes Prediction

22. Nonparametric Aggregation of Geodesic Trends for Longitudinal Data Analysis

23. DeepSSM: A Deep Learning Framework for Statistical Shape Modeling from Raw Images

24. Combining Deep Learning and Shape Priors for Bi-Ventricular Segmentation of Volumetric Cardiac Magnetic Resonance Images

25. Deep Learning for Quality Control of Subcortical Brain 3D Shape Models

26. Discrimination of Volumetric Shapes Using Orthogonal Tensor Decomposition

27. Organ-at-Risk Segmentation in Brain MRI Using Model-Based Segmentation: Benefits of Deep Learning-Based Boundary Detectors

28. Uncertainty Quantification in CNN-Based Surface Prediction Using Shape Priors

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Tags: Martin Reuter, Christian Wachinger, Herve Lombaert, Beatriz Paniagua, Marcel Luthi, Bernhard Egger, Shape, Medical Imaging, ShapeMI 2018, MICCAI, Proceedings