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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:

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:

Multi-Contrast-Specific Objective Functions for MR Image Deep Learning - Losses for Pixelwise Error, Misregistration, and Local Variance

Author:Hanbyol Jang  Sewon Kim  Jinseong Jang  Young Han Lee  Dosik Hwang*  

Institution:Yonsei University  Yonsei University College of Medicine  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Super-Resolution, Synthesis & Adversarial Learning  

Program Number:3545  

Room Live Q&A Session: