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Deep learning based T1-enhanced selection of linear attenuation coefficients for PET/MR attenuation correction: accuracy and repeatability

Author:Chunwei Ying  Yasheng Chen  Michael Binkley  Meher Juttukonda  Shaney Flores  Tammie Benzinger  Hongyu An  

Institution:Massachusetts General Hospital  Washington University School of Medicine  Harvard Medical School  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0394  

Room Live Q&A Session:Monday Parallel 5  

A Deep Learning Method for Sensitivity Enhancement in Deuterium Metabolic Imaging (DMI)

Author:Siyuan Dong  Henk M. De Feyter  Monique A. Thomas  Robin A. de Graaf  James S. Duncan  

Institution:Yale University  Yale University, School of Medicine  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0391  

Room Live Q&A Session:Monday Parallel 5  

High Resolution MR Spectroscopic Imaging Using Deep Image Prior Constrained Subspace Modeling

Author:Kuang Gong  Paul Han  Thibault Marin  Georges El Fakhri  Quanzheng Li  Chao Ma  

Institution:Massachusetts General Hospital, Harvard Medical School  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0388  

Room Live Q&A Session:Monday Parallel 5  

High-Resolution Dynamic 31P-MRSI of Ischemia-Reperfusion in Rat Using Low-Rank Tensor Model with Deep Learning Priors

Author:Yudu Li  Kihwan Kim  Bryan Clifford  Rong Guo  Yuning Gu  Zhi-Pei Liang  Xin Yu  

Institution:Case Western Reserve University  University of Illinois at Urbana-Champaign  Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0390  

Room Live Q&A Session:Monday Parallel 5  

Making SPICE Spicier with Sparse Sampling of (k, t)-Space and Learned Subspaces

Author:Rong Guo  Yudu Li  Yibo Zhao  Yao Li  Zhi-Pei Liang  

Institution:Shanghai Jiao Tong University  University of Illinois at Urbana-Champaign  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0393  

Room Live Q&A Session:Monday Parallel 5  

MP-PCA denoising dramatically improves SNR in large-sized MRS data: an illustration in diffusion-weighted MRS

Author:Ileana Jelescu  Jelle Veraart  Cristina Cudalbu  

Institution:Ecole Polytechnique Fédérale de Lausanne  New York University School of Medicine  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0395  

Room Live Q&A Session:Monday Parallel 5  

Processing of muscle phosphorus 7T CSI data using PCA denoising and deconvolution

Author:Martijn Froeling  Tijl van der Velden  Jeanine Prompers  Dennis Klomp  

Institution:UMC Utrecht  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0396  

Room Live Q&A Session:Monday Parallel 5  

Simultaneous 3D proton MRF and sodium MRI

Author:Zidan Yu  Shota Hodono  Bili Wang  Olga Dergahyova  Bei Zhang  Ryan Brown  Daniel Sodickson  Guillaume Madelin  Martijn Cloos  

Institution:New York University School of Medicine  NYU Langone Health  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0389  

Room Live Q&A Session:Monday Parallel 5  

Sodium Relaxometry using Magnetic Resonance Fingerprinting

Author:Fabian Kratzer  Sebastian Schmitter  Armin Nagel  Nicolas Behl  Benjamin Knowles  Peter Bachert  Mark Ladd  Sebastian Flassbeck  

Institution:German Cancer Research Center (DKFZ)  Physikalisch-Technische Bundesanstalt (PTB)  Siemens Healthcare GmbH  University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)  Friedrich-Alexander-Universität (FAU)  Ruprecht-Karls Univer  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0392  

Room Live Q&A Session:Monday Parallel 5  

Spectral Wavelet-feature Analysis and Classification Assisted Denoising Approach for Enhancing Signal to Noise Ratios of MRS Data

Author:Bing Ji  Zahra Hosseini  Liya Wang  Lei Zhou  Xinhua Tu  Hui Mao  

Institution:Emory Univeristy  Emory University  MR R&D Collaborations, Siemens Healthineers,  Nanjing University of Posts and Telecommunication  The People’s Hospital of Longhua  

Session Type:Oral  

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

Topic:MRS: New Developments, Applicatons, & Fighting the Noise  

Session Name:MRS: Deep Learning & Denoising  

Program Number:0397  

Room Live Q&A Session:Monday Parallel 5