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Deep generative model for learning tractography streamline embeddings based on a Convolutional Variational Autoencoder

Deep Learning Algorithm for Automated Liver Segmentation Using Portal Venous Phase Magnetic Resonance Images

A Deep Learning Approach to Improve 7T MRI Anatomical Image Quality Deterioration Due mainly to B1+ Inhomogeneity

Deep Learning Approaches Using Convolutional Neural Networks to Generate Synthetic CT from Spinal MRI for Radiotherapy Planning

Deep Learning based automatic ROI sampling approach for the measurement of liver PDFF

Deep learning based whole heart T2-weighted dark blood imaging in a single breath hold

Deep Learning Based Automatic Pipeline for Quantitative Assessment of Thigh Muscle Fatty Infiltration in Post-traumatic Osteoarthritis

Author:Sibaji Gaj  Brendan Eck  Dongxing Xie  Richard Lartey  Charlotte Lo  Mingrui Yang  Kunio Nakamura  Carl Winalski  Kurt Spindler  Xiaojuan Li  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 27: MSK II  

Session Name:MSK III  

Program Number:3395  

Room Session:5  

Institution:Cleveland Clinic  

Deep learning Circle of Willis arterial labeling strategies for pipeline of cerebrovascular disease analysis

A deep learning diffusion MRI registration method using joint whole-brain and tract-specific information

Author:Fan Zhang  William Wells III  Lauren O'Donnell  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 16: Diffusion  

Session Name:Diffusion & Susceptibility I  

Program Number:3304  

Room Session:4  

Institution:Harvard Medical School  

A deep learning dipole inversion method for QSM of arbitrary head orientation and image resolution

Author:Zhuang Xiong  Yang Gao  Steffen Bollmann  Hongfu Sun  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 16: Diffusion  

Session Name:Diffusion II  

Program Number:4756  

Room Session:5  

Institution:The University of Queensland  

Deep Learning Driven EMI Prediction and Elimination for RF Shielding-Free MRI at 0.055T and 1.5T

Author:Yujiao Zhao  Linfang Xiao  Yilong Liu  Alex T. L. Leong  Ed Wu  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 32: New Systems & Devices  

Session Name:New Systems & Devices II  

Program Number:3864  

Room Session:5  

Institution:The University of Hong Kong  

Deep Learning for Prediction of Recurrence in Nonfunctioning Pituitary Macroadenomas: Combination of Clinical and MRI Features

Deep learning for term neonate hypoxic ischemic encephalopathy diagnosis on structural brain MR images: a retrospective study

Deep Learning for Veterinary MRI: AutomatedDetection of Intervertebral DiscHerniation inPetDogs

Deep learning identification of clear cell renal carcinoma cancer using MR imaging

Author:Junyu Guo  Keith Husley  Yin Xi  Ivan Pedrosa  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 19: Genitourinary & Women's Imaging  

Session Name:Body: GU & Breast III  

Program Number:4003  

Room Session:1  

Institution:UT Southwestern Medical Center  

Deep Learning Method Based Automatic Subtraction of Liver DCE-MR Images

Deep Learning Model for Automatic Fetal Brain Landmark Localization in MRI

Deep Learning regularized SPIRiT reconstruction accelerates joint intracranial and carotid vessel wall imaging into 3.5 minutes

Deep Learning with Anatomical Attention Mechanism for Distinguishing Parkinson’s Disease from Normal Controls in MR imaging

Deep Learning Based Automated Diagnosis of Epilepsy in Patients with WHO II-IV Grade Cerebral Gliomas from Multiparametric MRI

Deep Learning Denoising Reconstruction (DLR) Preserves Quantitative DWI and DCE Signal Intensity Measures in Prostate MRI

Author:Hung Do  Brian Tymkiw  Dawn Berkeley  Mo Kadbi  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 30: Quantitative Imaging  

Session Name:Quantitative Imaging  

Program Number:5003  

Room Session:4  

Institution:Canon Medical Systems USA, Inc.  

A deep learning-based background field removal method for brains containing high susceptibility sources

Author:Xuanyu Zhu  Yang Gao  Feng Liu  ?Stuart Crozier?  Hongfu Sun  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 25: Gray Matter & Neurofluids  

Session Name:Quantitative Neuroimaging & Neurofluids I  

Program Number:2937  

Room Session:3  

Institution:University of Queensland  

Deep learning-based brain MRI reconstruction with realistic noise

Author:Quan Dou  Xue Feng  Craig Meyer  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 5: Machine Learning/Artificial Intelligence  

Session Name:Machine Learning & Artificial Intelligence II  

Program Number:3470  

Room Session:5  

Institution:University of Virginia  

Deep learning-based CEST MRI classification of injured kidneys in multiple preclinical models

Deep Learning-based Generative Adversarial Registration NETwork (GARNET) forHepatocellular Carcinoma Segmentation: Multi-center Study

Deep learning-based slice resolution for improved slice coverage in abdominal T2 mapping

Deep Learning-enabled Prostate Segmentation: Large Cohort Evaluation with Inter-Reader Variability Analysis

Deep slice-crossed network with local weighted loss for brain metastases detection and segmentation

A Deep Unrolled Network for Reconstruction of Real-time Interventional MRI with Multi-coil Radial Sampling

Deep CNNs with Physical Constraints for simultaneous Multi-tissue Segmentation and Multi-parameter Quantification (MSMQ-Net) of Knee

Deep Learning for under-sampled non-cartesian ASL MRI reconstruction

A deep learning network for low-field MRI denoising using group sparsity information and a Noise2Noise method

Deep-learning based rectal tumor localization and segmentation on multi-parametric MRI

Deep-learning for automatic assessment of paradoxical movement in left ventricular aneurysm after myocardial infarction using CMR cine imaging

Deep-Learning-regularized Single-step Quantitative Susceptibility Mapping (QSM) Quantification

Author:Zuojun Wang  Henry Mak  Peng Cao  

Session Type:Online Gather.town Pitches  

Session Date:Thursday, 12 May 2022  

Topic:Module 16: Diffusion  

Session Name:Diffusion II  

Program Number:4755  

Room Session:5  

Institution:The University of HongKong  

Delta Scan: Reconstruction and Protocol Design for Ultra-fast Longitudinal MRI

Author:Guanhua Wang  Alessandro Francavilla  Sen Ma  Jeffrey Kaditz  Thomas Witzel  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 14: Image Reconstruction  

Session Name:Image Reconstruction II  

Program Number:3506  

Room Session:2  

Institution:Q Bio, Inc.  University of Michigan  

Demonstrating the Facial Nerve in the Parotid Gland using 3 Dimension Fast Field Echo imaging: a Pilot Study

Denoising of 3D Fast Spin Echo Magnetic Resonance Images Using Convolutional Neural Networks with Rapid 2-NEX Acquisitions

Denoising MR Fingerprinting by matching against General Noise Model at 0.55 T

Author:Ruogu Zhu  Nicole Seiberlich  Yun Jiang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 14: Image Reconstruction  

Session Name:Novel Image Reconstruction Techniques II  

Program Number:3442  

Room Session:3  

Institution:University of Michigan  

Densely-overlapped locally low-rank algorithms outperform conventional locally low-rank algorithms for accelerating parametric mapping

The dependence of the resting-state macrovascular fMRI signal power on vascular volume and orientation: A simulation study

Author:Xiaole Zhong  J. Jean Chen  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 22: Processing & Analysis  

Session Name:Processing & Analysis IV  

Program Number:4075  

Room Session:3  

Institution:Baycrest Health Sciences  University of Toronto  

Derivation of liver R2* and B0 maps from dual-echo MR images via deep learning

Author:Yan Wu  Yongwook Kee  Marc Alley  John Pauly  Lei Xing  Shreyas Vasanawala  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 3: Gastrointestinal & Lungs  

Session Name:Body: Liver/GI/Chest I  

Program Number:3378  

Room Session:1  

Institution:Stanford University  

Design and construction of a volume Tx coil and conformal Rx array for simultaneous squirrel monkey brain and spinal cord imaging at 9.4 T