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A 3D Convolutional Deep Neural Network for lumbar plexus segmentation

Author:Kevin Bronik  Marios Yiannakas  Claudia A. M. Gandini Wheeler-Kingshott  Daniel Alexander  Ferran Prados Carrasco  

Institution:UCL  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2658  

Room Live Q&A Session:

Are Two MR Images Enough to Generate the Third One Accurately? - Clinically Feasible Fat Suppression of Lumbar Spine MRI from T1w and T2w Images Only

Author:Sewon Kim  Hanbyol Jang  Kyungwon Kim  Hyeon Gyu Kim  Young Han Lee  Sungjun Kim*  Dosik Hwang*  

Institution:Gangnam Severance Hospital  Yonsei University  Yonsei University College of Medicine  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2663  

Room Live Q&A Session:

Automated Cartilage Segmentation for Clinical Knee MR Images using Transfer Learning

Author:Mingrui Yang  Ceylan Colak  Andreas Nanavati  Sibaji Gaj  Carl Winalski  Naveen Subhas  Xiaojuan Li  

Institution:Cleveland Clinic  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2661  

Room Live Q&A Session:

Automated Segmentation of Knee Articular Cartilage on MRI Data: Increasing Network Capacity with Transfer Learning

Author:Dimitri Kessler  James MacKay  Fiona Gilbert  Martin Graves  Joshua Kaggie  

Institution:University of Cambridge  University of East Anglia  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2652  

Room Live Q&A Session:

Compartment-specific Knee Cartilage Segmentation using Deep Learning

Author:Egor Panfilov  Aleksei Tiulpin  Victor Casula  Simo Saarakkala  Miika T. Nieminen  

Institution:University of Oulu  Oulu University Hospital  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2653  

Room Live Q&A Session:

Convolutional neural network automatic global segmentation of thigh muscle water-fat images in neuromuscular diseases

Author:Harmen Reyngoudt  Eduard Snezhko  Pierre-Yves Baudin  Pierre Carlier  

Institution:Consultants for Research in Imaging and Spectroscopy  Institute of Myology  National Academy of Sciences  CEA/DRF/IBFJ/MIRCen  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2656  

Room Live Q&A Session:

Deep learning fat-suppressed images for musculoskeletal diseases

Author:Shimpei Kato  Akihiko Wada  Yuya Saito  Christina Andica  Shohei Fujita  Kotaro Fujimoto  Yutaka Ikenouchi  Akifumi Hagiwara  Junko Kikuta  Kanako Sato  Michimasa Suzuki  Toshiaki Akashi  Maki Amano  Koji Kamagata  Kanako Kumamaru  Ma Hori  

Institution:Juntendo University  Juntendo University Nerima Hospital  The University of Tokyo  Tokyo Metropolitan University  Toho University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2654  

Room Live Q&A Session:

Deep-learning Methods for Meniscus Segmentation in Knee MRI

Author:Siyue Li  Shutian Zhao  Sheheryark Khan  Weitian Chen  

Institution:CUHK lab of AI in radiology (CLAIR), The Chinese University of Hong Kong  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2650  

Room Live Q&A Session:

Discrimination of subjects with and without knee osteoarthritis using a radiomics approach on tibial bone

Author:Jukka Hirvasniemi  Stefan Klein  Dieuwke Schiphof  Edwin Oei  

Institution:Erasmus MC  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2651  

Room Live Q&A Session:

External validation of a machine learning algorithm for differentiating between myelodysplastic syndromes and aplastic anemia

Author:Miyuki Takasu  Takashi Abe  Shogo Maeda  Yasutaka Baba  Yuji Akiyama  Yuji Takahashi  Hideaki Kakizawa  Kazuo Awai  

Institution:Hiroshima Red Cross Hospital  Hiroshima University Hospital  Tokushima University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2659  

Room Live Q&A Session:

Generalizability of Deep-Learning Segmentation Algorithms on Independent Datasets for Measuring T2 Relaxation Times

Author:Andrew Schmidt  Arjun Desai  Lauren Watkins  Hollis Crowder  Elka Rubin  Valentina Mazzoli  Quin Lu  Marianne Black  Feliks Kogan  Garry Gold  Brian Hargreaves  Akshay Chaudhari  

Institution:Philips Healthcare North America  Stanford University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2657  

Room Live Q&A Session:

Knee MR Image Translation from Multi Contrast Images for Fat Suppression via Deep Learning with Perceptual Loss

Author:Sewon Kim  Hanbyol Jang  Kaustubh Lall  Armin Jamshidi  Sheronda Statum  Christine B. Chung  Won C. Bae*  Dosik Hwang*  

Institution:University of California-San Diego  VA San Diego Healthcare System  Yonsei University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2664  

Room Live Q&A Session:

Mapping of exercise-stimulated muscle perfusion using DCE-MRI and an artificial neural network approach

Author:Jeff Zhang  Christopher Conlin  Xiaowan Li  Gwenael Layec  Ken Chang  Jayashree Kalpathy-Cramer  Vivian Lee  

Institution:Massachusetts General Hospital  University of Massachusetts  University of Utah  Verily Life Sciences  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2660  

Room Live Q&A Session:

Noise Reduction of 3D Fast Spin Echo Knee Imaging Using Fusion of Convolutional Neural Networks

Author:Shutian Zhao  Siyue Li  Xiaorui Xu  Chun Ki Franklin Au  Huimin Zhang  Weitian Chen  

Institution:CUHK lab of AI in radiology (CLAIR), Department of Imaging and Interventional Radiology, The Chinese University of Hong Kong  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2662  

Room Live Q&A Session:

Texture Analysis of T2-weighted Lumbar Spine MRI Predicts Presence of Low Back Pain

Author:Juuso Ketola  Satu Inkinen  Jaro Karppinen  Jaakko Niinimäki  Osmo Tervonen  Miika Nieminen  

Institution:Oulu University Hospital  University of Oulu  University of Oulu and Oulu University Hospital  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:Machine Learning and Emerging Methods in MSK  

Session Name:Machine Learning in Musculoskeletal 1  

Program Number:2655  

Room Live Q&A Session: