Deep Learning and Convolutional Neural Networks for Medical Imaging and Clinical Informatics

Chapter 1 Pancreas Segmentation in CT and MRI via Task-Specific Network Design and Recurrent Neural Contextual Learning

Chapter 2 Deep Learning for Muscle Pathology Image Analysis

Chapter 3 2D-Based Coarse-to-Fine Approaches for Small Target Segmentation in Abdominal CT Scans

Chapter 4 Volumetric Medical Image Segmentation: A 3D Deep Coarse-to-Fine Framework and Its Adversarial Examples

Chapter 5 Unsupervised Domain Adaptation of ConvNets for Medical Image Segmentation via Adversarial Learning

Chapter 6 Glaucoma Detection Based on Deep Learning Network in Fundus Image

Chapter 7 Thoracic Disease Identification and Localization with Limited Supervision

Chapter 8 Deep Reinforcement Learning for Detecting Breast Lesions from DCE-MRI

Chapter 9 Automatic Vertebra Labeling in Large-Scale Medical Images Using Deep Image-to-Image Network with Message Passing and Sparsity Regularization

Chapter 10 Anisotropic Hybrid Network for Cross-Dimension Transferable Feature Learning in 3D Medical Images

Chapter 11 Deep Hashing and Its Application for Histopathology Image Analysis

Chapter 12 Tumor Growth Prediction Using Convolutional Networks

Chapter 13 Deep Spatial-Temporal Convolutional Neural Networks for Medical Image Restoration

Chapter 14 Generative Low-Dose CT Image Denoising

Chapter 15 Image Quality Assessment for Population Cardiac Magnetic Resonance Imaging

Chapter 17 Deep Learning for Functional Brain Connectivity: Are We There Yet?

Chapter 18 ChestX-ray: Hospital-Scale Chest X-ray Database and Benchmarks on Weakly Supervised Classification and Localization of Common Thorax Diseases

Chapter 19 Automatic Classification and Reporting of Multiple Common Thorax Diseases Using Chest Radiographs

Chapter 20 Deep Lesion Graph in the Wild: Relationship Learning and Organization of Significant Radiology Image Findings in a Diverse Large-Scale Lesion Database

Chapter 21 Simultaneous Super-Resolution and Cross-Modality Synthesis in Magnetic Resonance Imaging