Simulation and Synthesis in Medical Imaging

Chapter 1 Contrast Adaptive Tissue Classification by Alternating Segmentation and Synthesis

Chapter 2 3D Brain MRI GAN-Based Synthesis Conditioned on Partial Volume Maps

Chapter 3 Synthesizing Realistic Brain MR Images with Noise Control

Chapter 4 Simulated Diffusion Weighted Images Based on Model-Predicted Tumor Growth

Chapter 5 Blind MRI Brain Lesion Inpainting Using Deep Learning

Chapter 6 High-Quality Interpolation of Breast DCE-MRI Using Learned Transformations

Chapter 7 A Method for Tumor Treating Fields Fast Estimation

Chapter 8 Heterogeneous Virtual Population of Simulated CMR Images for Improving the Generalization of Cardiac Segmentation Algorithms

Chapter 9 DyeFreeNet: Deep Virtual Contrast CT Synthesis

Chapter 10 A Gaussian Process Model Based Generative Framework for Data Augmentation of Multi-modal 3D Image Volumes

Chapter 11 Frequency-Selective Learning for CT to MR Synthesis

Chapter 12 Uncertainty-Aware Multi-resolution Whole-Body MR to CT Synthesis

Chapter 13 UltraGAN: Ultrasound Enhancement Through Adversarial Generation

Chapter 14 Improving Endoscopic Decision Support Systems by Translating Between Imaging Modalities

Chapter 15 An Unsupervised Adversarial Learning Approach to Fundus Fluorescein Angiography Image Synthesis for Leakage Detection

Chapter 16 Towards Automatic Embryo Staging in 3D+t Microscopy Images Using Convolutional Neural Networks and PointNets

Chapter 17 Train Small, Generate Big: Synthesis of Colorectal Cancer Histology Images

Chapter 18 Image Synthesis as a Pretext for Unsupervised Histopathological Diagnosis

Chapter 19 Auditory Nerve Fiber Health Estimation Using Patient Specific Cochlear Implant Stimulation Models