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Deep Learning-based Adaptive Image Combination for Signal-Dropout Suppression in Liver DWI

Deep learning-based Cerebral Microbleeds detection on quantitative susceptibility mapping(QSM) for Stroke Cohort

Deep Learning-Based ESPIRiT Reconstruction for Accelerated 2D Phase Contrast MRI: Analysis of the Impactof Reconstruction Induced Phase Errors

Deep Learning-based high-resolution pseudo-CT to detect cranial bone abnormalities for pediatric patients using MRI

Deep Learning-based image reconstruction improves CEST MRI

Deep Learning-Based Liver Fat and R2* Mapping with Uncertainty Estimation using Self-Gated Free-Breathing Stack-of-Radial MRI

Deep Learning-Based Needle Tracking Trained on Bloch-Simulated Data and Evaluated on Clinical Real-Time bSSFP Images

Deep learning-based reconstruction for 3D coronary MR angiography with a 3D variational neural network (3D-VNN)

Deep Learning-Based Respiratory Navigator Echo (DLnav) for Robust Free-Breathing Abdominal MRI

Author:Yuji Iwadate  Atsushi Nozaki  Shigeo Okuda  Tetsuya Wakayama  Masahiro Jinzaki  

Session Type:Digital Poster  

Session Date:Monday, 17 May 2021  

Topic:Motion Correction Strategies  

Session Name:Motion: Methods  

Program Number:1356  

Room Session:Concurrent 1  

Institution:GE Healthcare Japan  Keio University School of Medicine  

Deep Learning-Based Rigid-Body Motion Correction in MRI using Multichannel Data

Author:Miriam Hewlett  Ivailo Petrov  Maria Drangova  

Session Type:Digital Poster  

Session Date:Monday, 17 May 2021  

Topic:Motion Correction Strategies  

Session Name:Motion: Methods  

Program Number:1357  

Room Session:Concurrent 1  

Institution:Robarts Research Institute  Western University  

Deep Learning-based Semi-supervised Meniscus Segmentation with Uncertainty Estimation

Deep learning-based thoracic cavity segmentation for hyperpolarized 129Xe MRI

Deep Learning-Driven Automatic Scan Plane Alignment for Needle Tracking in MRI-Guided Interventions

Deep Linear Modeling of Hierarchical Functional Connectivity in the Human Brain

Author:Wei Zhang  Eva Palacios  Pratik Mukherjee  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Functional Connectivity Across Species  

Session Name:Functional Connectivity Methods  

Program Number:3134  

Room Session:Concurrent 3  

Institution:UCSF  

Deep phenotyping of individuals with arrhythmogenic cardiomyopathy-associated genetic variants using myocardial T1 and T2 mapping

Deep unrolled network with optimal sampling pattern to accelerate multi-echo GRE acquisition for quantitative susceptibility mapping

Deep, intermediate and superficial layers of patella cartilage assessment using T2 mapping in patients with chondromalacia.

DeepControl: AI-powered slice flip-angle homogenization by 2DRF pulses

Deep-Learning Based Image Reconstruction for Lumbar Spine MRI at 3T: Clinical Feasibility

Deep-learning cardiac MRI for quantitative assessment of ventricular volumes

Deep-Learning epicardial fat quantification using 4-chambers Cardiac MRI segmentation, comparison with total epicardial fat volume

A Deep-Learning Framework for Image Reconstruction of Undersampled and Motion-Corrupted k-space Data

Deep-Learning-Based Motion Correction For Quantitative Cardiac MRI

Author:Alfredo De Goyeneche  Shuyu Tang  Nii Addy  Bob Hu  William Overall  Juan Santos  

Session Type:Oral  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning for Image Analysis  

Program Number:0387  

Room Session:Concurrent 1  

Institution:HeartVista, Inc.  

Deep-learning-based noise reduction incorporating inhomogeneous spatial distribution of noise in parallel MRI imaging

DeepPain: Uncovering Associations Between Data-Driven Learned qMRI Biomarkers and Chronic Pain

DeepResp: Deep Neural Network for respiration-induced artifact correction in 2D multi-slice GRE

DeepRF-Grad: Simultaneous design of RF pulse and slice selective gradient using self-learning machine

Author:Jiye Kim  Dongmyung Shin  Juhyung Park  Hwihun Jeong  Jongho Lee  

Session Type:Digital Poster  

Session Date:Thursday, 20 May 2021  

Topic:New strategies in RF Pulse Design  

Session Name:RF Pulses  

Program Number:3957  

Room Session:Concurrent 1  

Institution:Seoul National University  

DeepTSE-T2: Deep learning-powered T2 mapping with B1+ estimation using a product double-echo Turbo Spin Echo sequence

Defacing and Refacing Brain MRI Using a Cycle Generative Adversarial Network

Deflazacort & prednisone/prednisolone treatment in Duchenne muscular dystrophy: Disease trajectory differences modeled using MR biomarkers

Delayed mapping of 2H-labeled choline using Deuterium Metabolic Imaging (DMI) reveals active choline metabolism in rat glioblastoma.

Author:Henk De Feyter  Monique Thomas  Kevan Ip  Kevin Behar  Robin de Graaf  

Session Type:Oral  

Session Date:Monday, 17 May 2021  

Topic:Cancer: Contrast Agents & MRS  

Session Name:Cancer: Contrast Agents & MRS  

Program Number:0016  

Room Session:Concurrent 2  

Institution:Yale University  

Delineating perfusion and the effects of vascularisation patterns across the hippocampal subfields at 7T

Author:Roy Haast  Sriranga Kashyap  Mohamed Yousif  Dimo Ivanov  Benedikt Poser  Ali Khan  

Session Type:Oral  

Session Date:Monday, 17 May 2021  

Topic:Quantitative Neuroimaging  

Session Name:Quantitative Neuroimaging  

Program Number:0095  

Room Session:Concurrent 5  

Institution:Maastricht University  Western University  

Demystifying the effect of field strength on RF heating of conductive leads: A simulation study of SAR in DBS lead models during MRI at 1.5 T - 10.5 T

Denoising dynamic CrCEST in skeletal muscle following exercise using low rank tensor approximations

Author:Neil Wilson  Mark Elliott  Dushyant Kumar  Ravinder Reddy  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Muscle MRI  

Session Name:Muscle MRI  

Program Number:3178  

Room Session:Concurrent 4  

Institution:Siemens Medical Solutions USA Inc  University of Pennsylvania  

Denoising Meniscus T2* Mapping In College Basketball Players

Denoising MR 2D COSY spectra using a joint sparse parametric Matching Pursuit (jSPaMP)

A Densely Connected Neural Network with Frequency Balancing Loss for Adipose Tissue Segmentation in Children using Free-Breathing Abdominal MRI

Dependence of CBV estimated from 7T Dynamic Susceptibility Contrast data on white matter tract and cortical gray matter orientation relative to B0

Dependency of glycolytic factors in HCC lactate and alanine flux as measured by hyperpolarized 13C MRI

Author:Qianhui Dou  Aaron Grant  Cody Callahan  Muneeb Ahmed  Leo Tsai  

Session Type:Digital Poster  

Session Date:Thursday, 20 May 2021  

Topic:Latest Advances in Hyperpolarized MRI  

Session Name:Hyperpolarization: Non-Gas  

Program Number:3580  

Room Session:Concurrent 2  

Institution:Beth Israel Deaconess Medical Center  

Dependency of R2(*) Relaxation on Gd-DTPA Concentration in Arterial Blood: Influence of Hematocrit and Magnetic Field Strength

Dephasing the speaking brain: Cleaning covert sentence production activation maps with a phase-based fMRI data analysis

Deregulation of lipid composition in peri-tumoural adipose tissue in postmenopausal patients with breast cancer