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Compressed Sensing with and without Deep Learning Reconstruction: Comparison of Capability for Improving Lumber Spine MRI with Parallel Imaging

Author:Yuki Obama  Yoshiharu Ohno  Kaori Yamamoto  Akiyoshi Iwase  Takahiro Ueda  Kazuhiro Murayama  Hiroshi Toyama  

Institution:Canon Medical Systems Corporation  Fujita Health University Hospital  Fujita Health University School of Medicine  Joint Research Laboratory of Advanced Medical Imaging, Fujita Health University School of Medicine  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0246  

Room Live Q&A Session:Monday Parallel 4  

Deep Learning Assisted Full Knee 3D MRI-Based Lesion Severity Staging

Author:Bruno Astuto Arouche Nunes  Io Flament  Nikan Namiri  Rutwik Shah  Matthew Bucknor  Thomas Link  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California San Francisco  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0242  

Room Live Q&A Session:Monday Parallel 4  

Deep learning for the detection and differentiation of vertebral fracture

Author:Yang Zhang  Lee-Ren Yeh  Jeon-Hor Chen  Ning Lang  Xiaoying Xing  Yongye Chen  Qizheng Wang  Peter Chang  Daniel Chow  Huishu Yuan  Min-Ying Su  

Institution:E-Da Hospital and I-Shou University  Peking University Third Hospital  University of California  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0247  

Room Live Q&A Session:Monday Parallel 4  

Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images

Author:Aniket Tolpadi  Jinhee Lee  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California San Francisco  University of California Berkeley  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0241  

Room Live Q&A Session:Monday Parallel 4  

Deep learning-based thigh muscle segmentation for reproducible fat fraction quantification using fat-water decomposition MRI

Author:Jie Ding  Varut Vardhanabhuti  Eric Lai  Yuan Gao  Sophelia Chan  Peng Cao  

Institution:The University of Hong Kong  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0249  

Room Live Q&A Session:Monday Parallel 4  

Deep Shoulder CT Image Synthesis from MR via Context-aware 2.5D Generative Adversarial Networks

Author:Yucheng Liu  Yulin Liu  Michael Liu  Pawas Shukla  Richard Ha  Tim Duong  Sachin Jambawalikar  Tony Wong  

Institution:Chung Yuan Christian University  Columbia University Irving Medical Center  Stony Brook Medicine  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0245  

Room Live Q&A Session:Monday Parallel 4  

Deep-learning Diagnosis of Supraspinatus Tendon Tears: Comparison of Multi-sequence Versus Single Sequence Input

Author:MD, Dana Lin  PhD, JinHyeong Park  PhD, Michael Schwier  PhD, Bernhard Geiger  PhD, Esther Raithel  MD, Michael Recht  

Institution:NYU School of Medicine  Siemens Healthineers  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0244  

Room Live Q&A Session:Monday Parallel 4  

Quantitative T1 Mapping from Incoherently Undersampled MR Images Using Self-Attention Convolutional Neural Networks

Author:Yan Wu  Yajun Ma  Jiang Du  Lei Xing  

Institution:Stanford University  University of California San Diego  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0248  

Room Live Q&A Session:Monday Parallel 4  

Semi-Quantitative Grading of the Anterior Cruciate Ligament using Deep Learning

Author:Nikan Namiri  Io Flament  Bruno Astuto  Rutwik Shah  Radhika Tibrewala  Francesco Caliva  Thomas Link  Valentina Pedoia  Sharmila Majumdar  

Institution:University of California, San Francisco  

Session Type:Oral  

Session Live Q&A Date:Monday, 10 August 2020  

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0243  

Room Live Q&A Session:Monday Parallel 4