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31P Magnetic Resonance Spectroscopy analyzed and quantified by Convolutional Neural Network (CNN)

Comparison between Cartesian and Radial Under-sampling Schemes for Fast MRI using a Deep Cascade of Neural Network

Author:Zhengxin GAO  Zhuoran Jiang  Zheng Chang  

Institution:Duke Kunshan University  Duke Univeristy  Nanjing University  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2857  

Room Live Q&A Session:

Comparison of 3T proton brain spectra quantified with basis sets simulated using experimental and ideal pulses

Author:Michal Povazan  Adam Berrington  Peter Barker  

Institution:The Johns Hopkins University, School of Medicine  University of Nottingham  Kennedy Krieger Institute  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2853  

Room Live Q&A Session:

Deep learning-based target metabolite-specific signal isolation and big data-driven measurement uncertainty estimation in 1H-MRS of the brain

Author:HyeongHun Lee  Hyeonjin Kim  

Institution:Seoul National University  Seoul National University Hospital  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2847  

Room Live Q&A Session:

Evaluation of Convolutional Neural Network For Magnetic Resonance Spectroscopy of Lipids

Author:Anmol Monga  Dimitri Martel  Gregory Chang  

Institution:NYU Langone Health  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2843  

Room Live Q&A Session:

Hunting the perfect spline: Baseline handling for accurate macromolecule estimation and metabolite quantification by in vivo 1H MRS

Influence of parametrized MM and spline baseline in LCModel using in-vivo rat brain 1H-MR spectra and Monte Carlo simulations at 9.4T

Author:Dunja Simicic  Veronika Rackayova  Lijing Xin  Bernard Lanz  Cristina Cudalbu  

Institution:EPFL  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2852  

Room Live Q&A Session:

Learning MR-guided PET reconstruction in image space using a convolutional neural network - application to multiple PET tracers

Magnetic Resonance Spectroscopy Denoising with the Automatic Regularization Parameter Estimation in Low-Rank Hankel Matrix Reconstruction

Author:Tianyu Qiu  Wenjing Liao  Di Guo  Zhangren Tu  Bingwen Hu  Xiaobo Qu  

Institution:East China Normal University  Georgia Institute of Technology  Xiamen University  Xiamen University of Technology  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2850  

Room Live Q&A Session:

MRI-assisted Deep Learning-enhanced Actual Ultra-low-dose Amyloid PET Acquisitions

Author:Kevin Chen  Dawn Holley  Kim Halbert  Tyler Toueg  Athanasia Boumis  Elizabeth Mormino  Mehdi Khalighi  Greg Zaharchuk  

Institution:Stanford University  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2848  

Room Live Q&A Session:

MRSI reconstruction pipeline in the age of Deep Learning

Author:Stanislav Motyka  Lukas Hingerl  Philipp Moser  Asan Agibetov  Georg Dorffner  Wolfgang Bogner  

Institution:Medical University of Vienna  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2846  

Room Live Q&A Session:

Optimized truncation to integrate multi-channel MRS data using rank-R singular value decomposition (OpTIMUS)

Separation of Metabolite and Macromolecule Signals for Short-TE $$$^1$$$H-MRSI Using Learned Nonlinear Models

Author:Yahang Li  Zepeng Wang  Ruo-Jing Ho  Fan Lam  

Institution:University of Illinois at Urbana-Champaign  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2854  

Room Live Q&A Session:

A Subspace-based Reliable NMR Spectroscopy Reconstruction

Author:Di Guo  Zhangren Tu  Tianyu Qiu  Xiaofeng Du  Min Xiao  Vladislav Orekhov  Xiaobo Qu  

Institution:Xiamen University of Technology  University of Gothenburg  Xiamen University  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2851  

Room Live Q&A Session:

Water Scaling Strategy for Metabolites Quantified in MRS by Deep Learning