Machine Learning for Medical Image Reconstruction

Chapter 1 Recon-GLGAN: A Global-Local Context Based Generative Adversarial Network for MRI Reconstruction

Chapter 2 Self-supervised Recurrent Neural Network for 4D Abdominal and In-utero MR Imaging

Chapter 3 Fast Dynamic Perfusion and Angiography Reconstruction Using an End-to-End 3D Convolutional Neural Network

Chapter 4 APIR-Net: Autocalibrated Parallel Imaging Reconstruction Using a Neural Network

Chapter 5 Accelerated MRI Reconstruction with Dual-Domain Generative Adversarial Network

Chapter 6 Deep Learning for Low-Field to High-Field MR: Image Quality Transfer with Probabilistic Decimation Simulator

Chapter 7 Joint Multi-anatomy Training of a Variational Network for Reconstruction of Accelerated Magnetic Resonance Image Acquisitions

Chapter 8 Modeling and Analysis Brain Development via Discriminative Dictionary Learning

Chapter 9 Virtual Thin Slice: 3D Conditional GAN-based Super-Resolution for CT Slice Interval

Chapter 10 Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior

Chapter 11 Measuring CT Reconstruction Quality with Deep Convolutional Neural Networks

Chapter 12 Deep Learning Based Metal Inpainting in the Projection Domain: Initial Results

Chapter 13 Flexible Conditional Image Generation of Missing Data with Learned Mental Maps

Chapter 14 Spatiotemporal PET Reconstruction Using ML-EM with Learned Diffeomorphic Deformation

Chapter 15 Stain Style Transfer Using Transitive Adversarial Networks

Chapter 16 Blind Deconvolution Microscopy Using Cycle Consistent CNN with Explicit PSF Layer

Chapter 17 Deep Learning Based Approach to Quantification of PET Tracer Uptake in Small Tumors

Chapter 18 Task-GAN: Improving Generative Adversarial Network for Image Reconstruction

Chapter 19 Gamma Source Location Learning from Synthetic Multi-pinhole Collimator Data

Chapter 20 Neural Denoising of Ultra-low Dose Mammography

Chapter 21 Image Reconstruction in a Manifold of Image Patches: Application to Whole-Fetus Ultrasound Imaging

Chapter 22 Image Super Resolution via Bilinear Pooling: Application to Confocal Endomicroscopy

Chapter 23 TPSDicyc: Improved Deformation Invariant Cross-domain Medical Image Synthesis

Chapter 24 PredictUS: A Method to Extend the Resolution-Precision Trade-Off in Quantitative Ultrasound Image Reconstruction