Deep Generative Models

Chapter 1 Flow-Based Visual Quality Enhancer for Super-Resolution Magnetic Resonance Spectroscopic Imaging

Chapter 2 Cross Attention Transformers for Multi-modal Unsupervised Whole-Body PET Anomaly Detection

Chapter 3 Interpreting Latent Spaces of Generative Models for Medical Images Using Unsupervised Methods

Chapter 5 Learning Generative Factors of EEG Data with Variational Auto-Encoders

Chapter 6 An Image Feature Mapping Model for Continuous Longitudinal Data Completion and Generation of Synthetic Patient Trajectories

Chapter 7 Novel View Synthesis for Surgical Recording

Chapter 8 Anomaly Detection Using Generative Models and Sum-Product Networks in Mammography Scans

Chapter 9 Image Translation Based Nuclei Segmentation for Immunohistochemistry Images

Chapter 10 3D (c)GAN for Whole Body MR Synthesis

Chapter 11 Airway Measurement by Refinement of Synthetic Images Improves Mortality Prediction in Idiopathic Pulmonary Fibrosis

Chapter 12 Brain Imaging Generation with Latent Diffusion Models