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Deep learning based image reconstruction for improved 3D multiparameter mapping and synthetic MR imaging

Deep Learning based Total Kidney VolumeSegmentation in Autosomal Dominant Polycystic Kidney Disease

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 for CMR Image Analysis

Author:Avan Suinesiaputra  

Session Type:Weekend Course  

Session Date:Sunday, 08 May 2022  

Topic:

Session Name:Cardiovascular Anatomy & Function with CMR  

Program Number:

Room Session:ICC Capital Suite 8-9  

Institution:King's College London  

Deep Learning for CMR Reconstruction and Super-Resolution

Author:Guang Yang  

Session Type:Weekend Course  

Session Date:Sunday, 08 May 2022  

Topic:

Session Name:Cardiovascular Anatomy & Function with CMR  

Program Number:

Room Session:ICC Capital Suite 8-9  

Institution:Imperial College London  

Deep Learning for Image Acquisition & Reconstruction

Author:Matthew Rosen  

Session Type:Weekend Course  

Session Date:Saturday, 07 May 2022  

Topic:

Session Name:Machine Learning: From Mathematical Models to Clinical Practice  

Program Number:

Room Session:ICC Capital Hall 2  

Institution:Martinos Center for Biomedical Imaging  

Deep Learning for Veterinary MRI: AutomatedDetection of Intervertebral DiscHerniation inPetDogs

Deep learning framework for accelerating revised-NODDI parameter estimation with tensor-valued diffusion encoding

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 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.  

Deep learning-assisted ablative margin analysis for MR-guided prostate focal cryoablation: feasibility and initial retrospective validation

Deep learning-based Automatic Analysis for Free-breathing High-resolution Spiral Real-time Cardiac Cine Imaging at 3T

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 Respiratory Motion Correction in Free-Breathing Abdominal Diffusion-Weighted Imaging

Deep learning-based segmentation of the parasagittal dural space from non-contrast anatomical MRI image: a resource for glymphatic studies

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

Deep Learning-guided Weighted Averaging for Signal Dropout Compensation in Liver DWI

Deep Learning-guided Weighted Averaging for Signal Dropout Compensation in Liver DWI

Deep Plug-and-Play multi-coil compressed sensing MRI with matched aliasing: the Denoising-P-VDAMP algorithm

Author:Charles Millard  Aaron Hess  Boris Mailhe  Jared Tanner  

Session Type:Digital Poster  

Session Date:Monday, 09 May 2022  

Topic:Module 14: Image Reconstruction  

Session Name:Deep Learning Image Reconstruction I  

Program Number:0844  

Room Session:Exhibition Hall:S8 & S9  

Institution:Siemens  University of Oxford  

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

Deep subspace transfer learning for SMS image reconstruction from single-slice training: Application to CMR Multitasking

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

Deep-learning based brain tumor segmentation using quantitative MRI

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

Deep-learning-based raw data generation for deep-learning-based image reconstruction

Defining Normative Cerebral Hemodynamics in Cognitively Healthy Older Adults with 4D Flow MRI

Deformable Registration of Serial Micrographs to Post-Mortem MRI in the BigMac Dataset Using TIRL

Author:Istvan Huszar  Adele Smart  Saad Jbabdi  Mark Jenkinson  Amy Howard  Karla Miller  

Session Type:Oral  

Session Date:Wednesday, 11 May 2022  

Topic:Module 22: Processing & Analysis  

Session Name:Data Processing  

Program Number:0428  

Room Session:N11 (Breakout B)  

Institution:University of Oxford  

Demo: Putting It All Together

Author:Kristen Zarcone  

Session Type:Onsite Tutorial  

Session Date:Sunday, 08 May 2022  

Topic:

Session Name:Build Your Own Open-Source Scanner  

Program Number:

Room Session:ICC Capital Hall 1  

Institution:Vanderbilt University  

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

    Denoising MR spectra by deep learning: miracle or mirage?

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

    Denoising task-correlated head motion in motor-task fMRI data using multi-echo ICA

    Denoising task-correlated head motion in motor-task fMRI data using multi-echo ICA

    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  

    Derivation of clinically significant low-frequency oscillations in resting-state BOLD fMRI data as a novel marker of endothelial dysfunction

    Design and Analysis of Field-of-View Independent k-space Trajectories for Magnetic Resonance Imaging

    Design of Gradient-Echo Sequences

    Designing a Clinical Decision Support System for MRI Radiology Titles Using Machine Learning Techniques and Electronic Medical Records

    Designing a Clinical Decision Support System for MRI Radiology Titles Using Machine Learning Techniques and Electronic Medical Records