Artificial Intelligence in Radiation Therapy

Chapter 1 Using Supervised Learning and Guided Monte Carlo Tree Search for Beam Orientation Optimization in Radiation Therapy

Chapter 2 Feasibility of CT-Only 3D Dose Prediction for VMAT Prostate Plans Using Deep Learning

Chapter 3 Automatically Tracking and Detecting Significant Nodal Mass Shrinkage During Head-and-Neck Radiation Treatment Using Image Saliency

Chapter 4 4D-CT Deformable Image Registration Using an Unsupervised Deep Convolutional Neural Network

Chapter 5 Toward Markerless Image-Guided Radiotherapy Using Deep Learning for Prostate Cancer

Chapter 6 A Two-Stage Approach for Automated Prostate Lesion Detection and Classification with Mask R-CNN and Weakly Supervised Deep Neural Network

Chapter 7 A Novel Deep Learning Framework for Standardizing the Label of OARs in CT

Chapter 8 Multimodal Volume-Aware Detection and Segmentation for Brain Metastases Radiosurgery

Chapter 9 Voxel-Level Radiotherapy Dose Prediction Using Densely Connected Network with Dilated Convolutions

Chapter 10 Online Target Volume Estimation and Prediction from an Interlaced Slice Acquisition - A Manifold Embedding and Learning Approach

Chapter 11 One-Dimensional Convolutional Network for Dosimetry Evaluation at Organs-at-Risk in Esophageal Radiation Treatment Planning

Chapter 12 Unpaired Synthetic Image Generation in Radiology Using GANs

Chapter 13 Deriving Lung Perfusion Directly from CT Image Using Deep Convolutional Neural Network: A Preliminary Study

Chapter 14 Individualized 3D Dose Distribution Prediction Using Deep Learning

Chapter 15 Deep Generative Model-Driven Multimodal Prostate Segmentation in Radiotherapy

Chapter 16 Dose Distribution Prediction for Optimal Treamtment of Modern External Beam Radiation Therapy for Nasopharyngeal Carcinoma

Chapter 17 DeepMCDose: A Deep Learning Method for Efficient Monte Carlo Beamlet Dose Calculation by Predictive Denoising in MR-Guided Radiotherapy

Chapter 18 UC-GAN for MR to CT Image Synthesis

Chapter 19 CBCT-Based Synthetic MRI Generation for CBCT-Guided Adaptive Radiotherapy

Chapter 20 Cardio-Pulmonary Substructure Segmentation of CT Images Using Convolutional Neural Networks