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| MO-C930-GePD-F3-5 | Performance Evaluation of An Atlas-Based Machine Learning Approach for Automated Prostate Radiotherapy Planning L Conroy*, C McIntosh , A Berlin , M Tjong , P Chung , T Craig , T Purdie, Princess Margaret Cancer Centre, Toronto, ON |
| MO-K-KDBRC-1 | Automated Standardization of Organ Labeling in Head and Neck Using Deep Learning T Rozario*, D Nguyen , M Lin , T Long , M Chen , W Lu , S Jiang , UT Southwestern Medical Center, Dallas, TX |
| SU-E-KDBRC-3 | An Automation Framework for Real-Time Prospective Radiomics with Deformable Image Registration T Patel*, P Lang , D Moseley , A Hope , D Jaffray , N Becker , T Tadic , Princess Margaret Cancer Centre, University Health Network, Toronto, ON |
| SU-F-DBRB-5 | Exploring Feature Reliability On Multiple CT Image Acquisition Parameters for Abdominal Radiomic Studies - a Pilot Phantom Experiment L Lu , Y Liang*, B Zhao , Columbia University Medical Center, New York, NY |
| SU-F-DBRB-7 | Rectal Cancer Prognosis Prediction Using Radiomics From Pretreatment MRI X Zhong1*, N Li2 , K Sung1 , X Qi1 , (1) UCLA School of Medicine, Los Angeles, CA, (2) Cancer Hospital Chinese Academy of Medical Sciences, Beijing, China |
| SU-H330-GePD-F8-6 | Use of Deep Learning in the Classification of Benign Lesions, Luminal A Cancers, and Other Molecular Cancer Subtypes in Breast Magnetic Resonance Imaging H Whitney1,2*, N Antropova2 , M Giger2 , (1) Wheaton College, Wheaton, IL, (2) University of Chicago, Chicago, IL |
| SU-I-GPD-J-54 | Efficient Multi-GPU Calculation of Local Radiomic Features From 2D and 3D Images R Neph*, K Sheng , UCLA Dept. of Radiation Oncology, Los Angeles, CA |
| SU-L-KDBRC-5 | MRI-Based Radiomics Distinguishes Treatment Effect From True Progression After Stereotactic Radiosurgery for Brain Metastases L Peng1 , J Lee1 , K Sheikh1* , P Huang1 , V Parekh1 , B Baker1 , T Kirschbaum1 , F Silvestri1 , J Son1 , A Robinson1 , H Ames1 , J Grimm1 , L Chen1 , C Shen1 , M Soike2 , E McTyre2 , K Redmond1 , M Lim1 , M Jacobs1 , L Kleinberg1 , (1) Johns Hopkins University, Baltimore, MD, (2) Wake Forest School of Medicine, Winston Salem, NC |
| TH-AB-DBRB-8 | Radio-Morphology: Parametric Shape-Based Features for Outcome Prediction in Radiotherapy P Lakshminarayanan1*, W Jiang1 , S Robertson2 , Z Cheng1 , P Han1 , M Bowers1 , J Moore1 , J Lee1 , H Quon1 , R Taylor1 , T McNutt1 , (1) Johns Hopkins University, Baltimore, Maryland, (2) WellSpan York Hospital, York, Pennsylvania |
| TH-CD-KDBRC-4 | Semi-Supervised GANs for Head and Neck Organ Recognition with Small Labeled Datasets T Rozario*, D Nguyen , M Lin , X Jia , W Lu , S Jiang , UT Southwestern Medical Center, Dallas, TX |
| TU-I345-GePD-F9-2 | Identifying Predictors of Unplanned Hospitalizations After Radiotherapy Using Regularized Survival Models C Ahern1*, T Pheiffer1 , C Berlind1 , W Lindsay1 , Y Xiao2 , C Simone3 , (1) Oncora Medical, Inc., Philadelphia, PA, (2) University of Pennsylvania, Philadelphia, PA, (3) University of Maryland School of Medicine, Baltimore, Maryland |
| WE-C1030-GePD-F4-6 | Multi-Classification of Clinical Notes for Natural Language Processing-Based Information Aggregation in Radiotherapy D Ruan*, Y Min , D Low , M Steinberg , UCLA, Los Angeles, CA |