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Artificial Intelligence in Radiation Therapy

Artificial Intelligence in Radiation Therapy


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About the Book

Using Supervised Learning and Guided Monte Carlo Tree Search for Beam Orientation Optimization in Radiation Therapy.- Feasibility of CT-only 3D dose prediction for VMAT prostate plans using deep learning.- Automatically Tracking and Detecting Significant Nodal Mass Shrinkage During Head-and-Neck Radiation Treatment Using Image Saliency.- 4D-CT Deformable Image Registration Using an Unsupervised Deep Convolutional Neural Network.- Toward markerless image-guided radiotherapy using deep learning for prostate cancer.- A Two-Stage Approach for Automated Prostate Lesion Detection and Classification with Mask R-CNN and Weakly Supervised Deep Neural Network.- A Novel Deep Learning Framework for Standardizing the Label of OARs in CT.- Multimodal Volume-Aware Detection and Segmentation for Brain Metastases Radiosurgery.- Voxel-level Radiotherapy Dose Prediction Using Densely Connected Network with Dilated Convolutions.- Online Target Volume Estimation and Prediction From an Interlaced Slice Acquisition - A Manifold Embedding and Learning Approach.- One-dimensional convolutional network for Dosimetry Evaluation at Organs-at-Risk in Esophageal Radiation Treatment Planning.- Unpaired Synthetic Image Generation in Radiology Using GANs.- Deriving lung perfusion directly from CT image using deep convolutional neural network: A preliminary study.- Individualized 3D Dose Distribution Prediction Using Deep Learning.- Deep Generative Model-Driven Multimodal Prostate Segmentation in Radiotherapy.- Dose Distribution Prediction for Optimal Treatment of Modern External Beam Radiation Therapy for Nasopharyngeal Carcinoma.- DeepMCDose: A Deep Learning Method for Efficient Monte Carlo Beamlet Dose Calculation by Predictive Denoising in MR-Guided Radiotherapy.- UC-GAN for MR to CT Image Synthesis.- CBCT-based Synthetic MRI Generation for CBCT-guided Adaptive Radiotherapy.- Cardio-pulmonary Substructure Segmentation of CT images using Convolutional Neural Networks.


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Product Details
  • ISBN-13: 9783030324858
  • Publisher: Springer International Publishing
  • Publisher Imprint: Springer
  • Height: 234 mm
  • No of Pages: 172
  • Spine Width: 10 mm
  • Weight: 322 gr
  • ISBN-10: 3030324850
  • Publisher Date: 18 Oct 2019
  • Binding: Paperback
  • Language: English
  • Returnable: Y
  • Sub Title: First International Workshop, Airt 2019, Held in Conjunction with Miccai 2019, Shenzhen, China, October 17, 2019, Proceedings
  • Width: 156 mm


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Artificial Intelligence in Radiation Therapy
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Artificial Intelligence in Radiation Therapy
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