Chapter 1 Probabilistic Surface Reconstruction with Unknown Correspondence

Chapter 2 Probabilistic Image Registration via Deep Multi-class Classification: Characterizing Uncertainty

Chapter 3 Propagating Uncertainty Across Cascaded Medical Imaging Tasks for Improved Deep Learning Inference

Chapter 4 Reg R-CNN: Lesion Detection and Grading Under Noisy Labels

Chapter 5 Fast Nonparametric Mutual-Information-based Registration and Uncertainty Estimation

Chapter 6 Quantifying Uncertainty of Deep Neural Networks in Skin Lesion Classification

Chapter 7 A Generalized Approach to Determine Confident Samples for Deep Neural Networks on Unseen Data

Chapter 8 Out of Distribution Detection for Intra-operative Functional Imaging

Chapter 9 A Clinical Measuring Platform for Building the Bridge Across the Quantification of Pathological N-Cells in Medical Imaging for Studies of Disease

Chapter 10 Spatiotemporal Statistical Model of Anatomical Landmarks on a Human Embryonic Brain

Chapter 11 Spaciousness Filters for Non-contrast CT Volume Segmentation of the Intestine Region for Emergency Ileus Diagnosis

Chapter 12 Recovering Physiological Changes in Nasal Anatomy with Confidence Estimates

Chapter 13 Synthesis of Medical Images Using GANs

Chapter 14 DPANet: A Novel Network Based on Dense Pyramid Feature Extractor and Dual Correlation Analysis Attention Modules for Colon Glands Segmentation

Chapter 15 Multi-instance Deep Learning with Graph Convolutional Neural Networks for Diagnosis of Kidney Diseases Using Ultrasound Imaging

Chapter 16 Data Augmentation from Sketch

Chapter 17 An Automated CNN-based 3D Anatomical Landmark Detection Method to Facilitate Surface-Based 3D Facial Shape Analysis

Chapter 18 A Device-Independent Novel Statistical Modeling for Cerebral TOF-MRA Data Segmentation

Chapter 19 Three-Dimensional Face Reconstruction from Uncalibrated Photographs: Application to Early Detection of Genetic Syndromes