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| 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-KDBRB1-2 | Cone Beam CT-Ventilation From Mass Conserving Point Cloud Density Functions E Castillo1*, R Castillo2 , Y Vinogradskiy3 , D Solis4 , A Thompson5 , T Guerrero6 , (1) Beaumont Health, Royal Oak, MI, (2) Emory Univ, Atlanta, GA, (3) University of Colorado Denver, Aurora, CO, (4) Beaumont Health, Royal Oak, Michigan, (5) Beaumont Health, Royal Oak, Michigan, (6) Beaumont Health System, Royal Oak, MI |
| 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-E-KDBRC-4 | Use of Vasculature Information in Biomechanical Model-Based Registration of Longitudinal Liver Cancer CT Scans G Cazoulat*, B Chaudhury , B Anderson , M Zaid , D Elganainy , EJ Koay , K Brock , The University of Texas MD Anderson Cancer Center, Houston, TX |
| SU-F-202-6 | A Method to Improve Landmark Pair Positional Accuracy for Image Registration Verification D Yang*, Y Fu , X Chang , H Li , Washington University School of Medicine, St. Louis, MO |
| SU-F-DBRA-2 | Automatic Tandem and Ring Digitization for MRI-Guided Cervical Cancer Brachytherapy WT Hrinivich*, M Morcos, J Lee, A Viswanathan, T McNutt, Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, MD |
| SU-I-GPD-E-17 | Consensus Contouring Software with Real-Time Feedback for Radiation Oncology Training J Yang1*, R Fang2 , L Court1 , Z Liao1 , D Gomez1 , J Gunther1 , J Yang1 , (1) UT MD Anderson Cancer Center, Houston, TX, (2) Rice University, Houston, TX |
| SU-I-GPD-I-6 | Impact of Image Pre-Processing On Radiomics Feature Prediction Power in Recurrence Glioblastoma Patients G Hajianfar1*, I Shiri2 ,M Oveisi3 , H Maleki4 , A Haghparast1 , (1) Kermanshah University of Medical Sciences,Kermanshah,Iran, (2)(3)(4) Rajaie Cardiovascular Medical and Research Center, Tehran,Iran |
| SU-I-GPD-T-132 | Study of Automated Edge Detection for QA of Proton Beam Distal Uniformity V Ugarte*, Loma Linda University Medical Center, Loma Linda, California |
| SU-L-205-2 | Impact of Image Preprocessing Methods On the Robustness of MRI-Based Radiomic Classifiers for Glioblastoma H Um*, F Tixier , D Bermudez , A Iyer , A Apte , J Deasy , I Mellinghoff , R Young , H Veeraraghavan , Memorial Sloan-Kettering Cancer Center, New York, NY |
| TH-AB-202-4 | Convolutional Neural Network Based Material Decomposition with a Photon-Counting-Detector Computed Tomography System H Gong, S Leng , L Yu , S Tao , K Rajendran , L Ren , C McCollough* , Mayo Clinic, Rochester, MN |
| TH-AB-202-11 | Spectral Prior Image Constrained Compressed Sensing Reconstruction for Photon-Counting Detector Based CT Using a Non-Local Means Filtered Prior (NLM-SPICCS) K Rajendran*, S Tao , W Zhou , S Leng , C McCollough , Mayo Clinic, Rochester, MN |
| 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-AB-KDBRB1-4 | Deep Learning Based PET Image Noise Reduction Using Both PET and CT Information X Jin1*, J Fan1 , X Rui2 , (1) GE Healthcare, Waukesha, Wisconsin, (2) GE Global Research Center, Niskayuna, New York |
| TH-CD-207-1 | Automatic Organ Segmentation On Head and Neck CT Using 3D Deep Convolutional Neural Network X Feng1*, Q Chen2 , (1) Carina Medical LLC, Lexington, KY, (2) University of Kentucky, Lexington, KY |
| 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-AB-205-3 | Probabilistic Decomposition of X-Ray Image Sequence to Extract Obscure Target Objects for Monitoring Intrafractional Organ Motion M Shindo1*, K Ichiji1 , N Homma2 , X Zhang3 , Y Takai4 , M Yoshizawa5 , (1) Graduate School of Engineering, Tohoku University, Sendai, Japan, (2) Tohoku University Graduate School of Medicine, Sendai, Japan, (3) National Institute of Technology, Sendai College, Sendai, Japan, (4) Southern Tohoku BNCT Research Center, Koriyama, Fukushima, (5) Cyberscience Center, Tohoku University, Sendai, Japan |
| TU-C1030-GePD-F5-4 | Recommendation of Fiducial Marker Implantation for Better MV Imaging Tracking Capability in Prostate Radiotherapy T Ma*, J Kilian-Meneghin , L Kumaraswamy , Roswell Park Cancer Institute, Buffalo, NY, University at Buffalo, Buffalo, NY |
| TU-C1030-GePD-F5-6 | Automatic Detection of Graticule Isocenter and Scale From KV and MV Images J Yang1*, R Fang2 , W Du1 , L Court1 , (1) UT MD Anderson Cancer Center, Houston, TX, (2) Rice University, Houston, TX |
| TU-C930-GePD-F2-3 | Deep Learning-Based PseudoCT Reconstruction for MR-Only Guided Radiation Therapy S Olberg1*, H Zhang1 , O Green1 , T Mazur1 , D Yang1 , G Hugo1 , J Kim2 , S Mutic1 , J Park1 , (1) Washington University in St. Louis, St. Louis, MO, (2) Yonsei University College of Medicine, Seoul, Korea |
| TU-GH-KDBRC-5 | X-Ray Field Imaging with a Linear Scan X-Ray Source and Linear Detector Array T Zhang*, P Kandlakunta , X Chen , Y Tang , A Thomas , Washington University School of Medicine, St. Louis, MO |
| TU-J430-CAMPUS-F1-1 | A New Denoising Method Based On Wavelet Coefficient Classification in Scatter Corrected CBCT Images Y Li , Z Yu , G Yu , D Li*, Shandong Normal University, Jinan, Shandong |
| TU-K-202-3 | Applying Machine Learning for Automated Liver Segmentation On Radiotherapy Planning CT S Baek1 , Z Sun1*, S Yaddanapudi2 , Y Kim2 , B Gross2 , K Hawkes2 , k McCune2 , T Yuan3 , J Xia2 , (1) University of Iowa, Iowa City, Iowa, (2) University of Iowa Hospitals and Clinics, Iowa City, IA, (3) Affiliated tumor hospital of Guangzhou Medical University, Guangzhou City, Guangdong, China |
| TU-K-202-5 | BEST IN PHYSICS (IMAGING): A Deep Learning Based Model Observer for Low-Contrast Object Detection Task in X-Ray Computed Tomography H Gong, L Yu , S Leng , C McCollough* , Mayo Clinic, Rochester, MN |
| TU-K-DBRB-3 | Application and Performance Evaluation of a Modified BM3D Denoising Method to Emphysema Scoring On Ultra-Low-Dose CT Images T Zhao*, J Hoffman , M McNitt-Gray , D Ruan , David Geffen School of Medicine at UCLA, Los Angeles, CA |