Statistical Atlases and Computational Models of the Heart. ACDC and MMWHS Challenges

Chapter 1 Multiview Machine Learning Using an Atlas of Cardiac Cycle Motion

Chapter 2 Joint Myocardial Registration and Segmentation of Cardiac BOLD MRI

Chapter 3 Transfer Learning for the Fully Automatic Segmentation of Left Ventricle Myocardium in Porcine Cardiac Cine MR Images

Chapter 4 Left Atrial Appendage Neck Modeling for Closure Surgery

Chapter 5 Detection of Substances in the Left Atrial Appendage by Spatiotemporal Motion Analysis Based on 4D-CT

Chapter 6 Estimation of Healthy and Fibrotic Tissue Distributions in DE-CMR Incorporating CINE-CMR in an EM Algorithm

Chapter 7 Multilevel Non-parametric Groupwise Registration in Cardiac MRI: Application to Explanted Porcine Hearts

Chapter 8 GridNet with Automatic Shape Prior Registration for Automatic MRI Cardiac Segmentation

Chapter 9 A Radiomics Approach to Computer-Aided Diagnosis with Cardiac Cine-MRI

Chapter 10 Fast Fully-Automatic Cardiac Segmentation in MRI Using MRF Model Optimization, Substructures Tracking and B-Spline Smoothing

Chapter 11 Automatic Segmentation and Disease Classification Using Cardiac Cine MR Images

Chapter 13 Automatic Cardiac Disease Assessment on cine-MRI via Time-Series Segmentation and Domain Specific Features

Chapter 14 2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation

Chapter 15 Densely Connected Fully Convolutional Network for Short-Axis Cardiac Cine MR Image Segmentation and Heart Diagnosis Using Random Forest

Chapter 16 Class-Balanced Deep Neural Network for Automatic Ventricular Structure Segmentation

Chapter 17 Automatic Segmentation of LV and RV in Cardiac MRI

Chapter 18 Automatic Multi-Atlas Segmentation of Myocardium with SVF-Net

Chapter 19 3D Convolutional Networks for Fully Automatic Fine-Grained Whole Heart Partition

Chapter 20 Multi-label Whole Heart Segmentation Using CNNs and Anatomical Label Configurations

Chapter 21 Multi-Planar Deep Segmentation Networks for Cardiac Substructures from MRI and CT

Chapter 22 Local Probabilistic Atlases and a Posteriori Correction for the Segmentation of Heart Images

Chapter 23 Hybrid Loss Guided Convolutional Networks for Whole Heart Parsing

Chapter 24 3D Deeply-Supervised U-Net Based Whole Heart Segmentation

Chapter 25 MRI Whole Heart Segmentation Using Discrete Nonlinear Registration and Fast Non-local Fusion

Chapter 26 Automatic Whole Heart Segmentation Using Deep Learning and Shape Context

Chapter 27 Automatic Whole Heart Segmentation in CT Images Based on Multi-atlas Image Registration