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3D MRI Processing Using a Video Domain Transfer Deep Learning Neural Network

Author:Jong Bum Son  Mark D. Pagel  Jingfei Ma  

Institution:The University of Texas MD Anderson Cancer Center  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3574  

Room Live Q&A Session:

Deep Inversion Net: A Novel Neural Network Architecture for Rapid, and Accurate T2 Relaxometry Inversion

Author:Jeremy Kim  Thanh Nguyen  Pascal Spincemaille  Yi Wang  

Institution:Hunter College High School  Weill Cornell Medical College  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3580  

Room Live Q&A Session:

Deep Learning Global Schedule Optimization for Chemical Exchange Saturation Transfer MR Fingerprinting (CEST-MRF)

Author:Or Perlman  Christian Farrar  Ouri Cohen  

Institution:Athinoula A. Martinos Center for Biomedical Imaging  Memorial Sloan Kettering Cancer Center  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3576  

Room Live Q&A Session:

Deep Learning Magnetic Resonance Fingerprinting for in vivo Brain and Abdominal MRI

Author:Peng Cao  Di Cui  Vince Vardhanabhuti  Edward Hui  

Institution:The University of Hong Kong  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3572  

Room Live Q&A Session:

Dictionary-based convolutional neural network (CNN) for MR Fingerprinting with highly undersampled data

Author:Yong Chen  Zhenghan Fang  Weili Lin  

Institution:University of North Carolina at Chapel Hill  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3573  

Room Live Q&A Session:

Fetal Brain Motion Estimation to Evaluate Motion-induced Artifacts in HASTE MRI

Author:Yi Xiao  Muheng Li  Ruizhi Liao  Tingyin Liu  Junshen Xu  Esra Turk  Borjan Gagoski  Karen Ying  Polina Golland  P.Ellen Grant  Elfar Adalsteinsson  

Institution:Boston Children’s Hospital  Harvard Medical School  Massachusetts Institute of Technology  Tsinghua University  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3577  

Room Live Q&A Session:

Learned Off-Resonance Correction for Simultaneous Radial 23Na and 1H Acquisitions at 7T

Author:Kirsten Koolstra  Olga Dergachyova  Zidan Yu  Andrew Webb  Martijn Cloos  

Institution:Leiden University Medical Center  New York University School of Medicine  NYU Langone Health  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3581  

Room Live Q&A Session:

Learned Unrolled Optimization for Rapid Computation of Local RF field Enhancement Near Implants.

Author:Peter Stijnman  Cornelis van den Berg  Alexander Raaijmakers  

Institution:UMC Utrecht  Eindhoven University of Technology  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3582  

Room Live Q&A Session:

Magnetic Resonance Elastography Analysis using Convolutional Neural Networks

Author:Bogdan Dzyubak  Joel Felmlee  Richard Ehman  

Institution:Mayo Clinic  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3578  

Room Live Q&A Session:

No more localizers: deep learning based slice prescription directly on calibration scans

Author:Andre Maximo  Chitresh Bhushan  Dawei Gui  Uday Patil  Dattesh Shanbhag  

Institution:GE Global Research  GE Healthcare  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3569  

Room Live Q&A Session:

No-Reference Assessment of Perceptual Noise Level Defined by Human Calibration and Image Rulers

Author:Ke Lei  Shreyas Vasanawala  John Pauly  

Institution:Stanford University  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3570  

Room Live Q&A Session:

Quantification of Inter-Muscular Adipose Infiltration in Calf/Thigh MRI using Fully and Weakly Supervised Semantic Segmentation

Author:Rula Amer  Jannette Nassar  David Bendahan  Hayit Greenspan  Noam Ben-Eliezer  

Institution:Aix Marseille University  Tel Aviv University  New York University  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3584  

Room Live Q&A Session:

Rapid phase unwrapping with deep learning for shimming applications

Author:Yuhang Shi  

Institution:United Imaging Healthcare  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3579  

Room Live Q&A Session:

Reconstruction of Quantitative Susceptibility Maps from the Phase of Susceptibility-Weighted Images Using a Deep Neural Network

Author:Jun Li  Hongjian He  Yi-Cheng Hsu  Jianhui Zhong  

Institution:Center for Brain Imaging Science and Technology, Department of Biomedical Engineering, Key Laboratory for Biomedical Engineering of Ministry of Education, Zhejiang University  MR Collaboration, Siemens Healthcare Ltd  Department of Imaging Sciences, Unive  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3583  

Room Live Q&A Session:

Transfer learning framework for knee plane prescription

Author:Radhika Madhavan  Andre Maximo  Chitresh Bhushan  Soumya Ghose  Dattesh Shanbhag  Uday Patil  Matthew Frick  Kimberly Amrami  Desmond Yeo  Thomas Foo  

Institution:GE Global Research  GE Healthcare  Mayo Clinic  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3575  

Room Live Q&A Session:

Whole-brain CBF and BAT mapping in 4 minutes using deep-learning-based, multi-band MR fingerprinting (MRF) ASL

Author:Hongli Fan  Pan Su  Yang Li  Peiying Liu  Jay Pillai  Hanzhang Lu  

Institution:Johns Hopkins School of Medicine  Kennedy Krieger Institute  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3571  

Room Live Q&A Session: