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Deep learning-based thigh muscle segmentation for reproducible fat fraction quantification using fat-water decomposition MRI

Author:Jie Ding  Varut Vardhanabhuti  Eric Lai  Yuan Gao  Sophelia Chan  Peng Cao  

Institution:The University of Hong Kong  

Session Type:Oral  

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

Topic:Emerging Methods and Machine Learning in Musculoskeletal MRI  

Session Name:Machine Learning in Musculoskeletal  

Program Number:0249  

Room Live Q&A Session:Monday Parallel 4  

Deep Learning-based Single-shot T2* Mapping Using Multiple Overlapping-Echo Detachment Acquisition

Author:Qinqin Yang  Jian Wu  Wei Wang  Jiyang Dong  Shuhui Cai  Congbo Cai  

Institution:Xiamen University  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Advances in Quantitative MRI  

Session Name:Quantitative Relaxation Parameter Mapping: Better, Faster, Stronger  

Program Number:0894  

Room Live Q&A Session:Wednesday Parallel 5  

Deep Model-based MR Parameter Mapping Network (DOPAMINE) for Fast MR Reconstruction

Author:Yohan Jun  Hyungseob Shin  Taejoon Eo  Taeseong Kim  Dosik Hwang  

Institution:Yonsei University  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0988  

Room Live Q&A Session:Wednesday Parallel 5  

A deep network for continuous motion detection during MRI scanning

Author:Isabelle Heukensfeldt Jansen  Sangtae Ahn  Rafi Brada  Michael Rotman  Christopher J. Hardy  

Institution:GE Global Research Center  

Session Type:Digital Poster  

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

Topic:Mitigating motion, artifacts and imperfections  

Session Name:Motion Correction: Brain  

Program Number:3364  

Room Live Q&A Session:

A deep neural network with convolutional LSTM for brain tumor segmentation in multi-contrast volumetric MRI

Author:Namho Jeong  Byungjai Kim  Jongyeon Lee  HyunWook Park  

Institution:Korea Advanced Institute of Science and Technology  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: Image Segmentation  

Program Number:3510  

Room Live Q&A Session:

Deep PET-Prior: MR-derived Zero-Dose PET Prior for Differential Contrast Enhancement of PET

Deep Residual Grappa (DeepGrappa): A General Purpose Self-calibrated AI based MR Reconstruction

Author:Hui Xue  James Moon  Peter Kellman  

Institution:Barts Heart Centre, Barts Health NHS Trust  NHLBI, NIH  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 4  

Program Number:3640  

Room Live Q&A Session:

Deep Shoulder CT Image Synthesis from MR via Context-aware 2.5D Generative Adversarial Networks

Deep Simultaneous Optimization of Sampling and Reconstruction for Multi-contrast MRI

Author:Xinwen Liu  Jing Wang  Fangfang Tang  Shekhar Chandra  Feng Liu  Stuart Crozier  

Institution:The University of Queensland  Griffith University  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 3  

Program Number:3619  

Room Live Q&A Session:

Deep subspace learning: Enhancing speed and scalability of deep learning-based reconstruction of dynamic imaging data

Author:Christopher Sandino  Frank Ong  Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Oral  

Session Live Q&A Date:Tuesday, 11 August 2020  

Topic:Novel Pulse Sequences and Reconstruction Techiques  

Session Name:Novel Acquisitions & Reconstructions  

Program Number:0599  

Room Live Q&A Session:Tuesday Parallel 4  

A Deep Transfer Learning Model for Liver Stiffness Classification using Clinical and T2-Weighted MRI Data

A Deep Transfer Learning Model to Predict Patient Outcome in ICH using the Fusion of Clinical and Fluid-Attenuated Inversion Recovery Imaging Data

DeepCEST 3T: Robust neural network prediction of 3T CEST MRI parameters including uncertainty quantification

DeepDTI: Six-direction diffusion tensor MRI using deep learning

DeepECG: Towards 3-D Continuous Cardiac MRI without ECG-Gating - Deep Learning-based R-Wave Classification for Automated Cardiac Phase Binning

DeepHIBRID: How to condense the sampling in the k-q joint space for microstructural diffusion metric estimation empowered by deep learning

A Deep-Learning Based 3D Liver Motion Prediction for MR-guided-Radiotherapy

Deep-learning based motion correction for brain conductivity reconstruction

Author:Jan Hendrik Wuelbern  Ulrich Katscher  Karsten Sommer  Axel Saalbach  Jalal Andre  

Institution:Philips Research Europe  University of Washington  

Session Type:Digital Poster  

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

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3596  

Room Live Q&A Session:

Deep-Learning based Segmentation and Localization of White Matter Hyperintensities on Magnetic Resonance Images

Deep-learning Methods for Meniscus Segmentation in Knee MRI

Deep-learning reconstruction for 3D Delayed Myocardial Enhancement

Deep-Learning Reconstruction Method for Improved High-Resolution Imaging of the Lateral Rectus-Superior Rectus Band in a Clinical Setting

Author:Patrick Quarterman  Gul Moonis  Marc Lebel  

Institution:Columbia University  GE Healthcare  

Session Type:Digital Poster  

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

Topic:Neuroimaging and AI  

Session Name:Neuroimaging & AI: Poster Session 4  

Program Number:1897  

Room Live Q&A Session:

Default mode network connectivity differences in levodopa responsive subtypes of Parkinson’s disease patients with freezing of gait.

Defining the Clinical Needs in Underserved Populations

Author:Susan Sotardi  

Institution:Children's Hospital Philadelphia  

Session Type:Weekday Course  

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

Topic:Educational Q&A: Value  

Session Name:Value of MRI: A Global Perspective  

Program Number:

Room Live Q&A Session:Monday Parallel 1  

    Definition of Brainstem Nuclei: Ventral Tegmental Area (VTA) and Dorsal Raphe Nucleus (DRN)

    Author:Anna Crawford  Stephen Jones  Mark Lowe  

    Institution:Cleveland Clinic Foundation  

    Session Type:Digital Poster  

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

    Topic:Neuro Acquisition and Processing  

    Session Name:Emerging Neuro Brain Imaging 4  

    Program Number:1843  

    Room Live Q&A Session:

    A deflectable positionally-localized Virtual Biopsy “Gun”: Construct and initial testing

    Delineating the grey matter-white matter interface directly from diffusion MRI data

    Delineation of language network maturation during infancy with multi-modal perfusion and functional MRI

    Delta Radiomic Features from serial bi-parametric MRI are associated with biopsy upgrading of prostate cancer patients on Active Surveillance

    Demonstrating the benefits of high gradients in short-T2 MRI

    Depicting White Matter Developmental Trajectory Using Diffusional Kurtosis Imaging:from neonate through childhood

    Deregulation of lipid metabolism in postmenopausal breast cancer patients using double quantum filtered correlation spectroscopy (DQF-COSY)

    Design and comparison of the RF systems for frequency encoding by nonlinear Bloch-Siegert shift at low field MRI

    Author:Yonghyun Ha  Kartiga Selvaganesan  Baosong Wu  Charles Rogers III  Sajad Hosseinnezhadian  Gigi Galiana  R. Todd Constable  

    Institution:Yale School of Medicine  

    Session Type:Digital Poster  

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

    Topic:MR Engineering  

    Session Name:MR Engineering in Action 1  

    Program Number:4282  

    Room Live Q&A Session:

    Design and evaluation of a dual-tuned circular dipole antenna up to 14T MRI

    Design of a Permanent Magnet for MRI of the Ankle on the International Space Station

    Design of an 8-channel transmit array coil using the equivalent circuit model of the manufactured structure

    Author:Ehsan Kazemivalipour  Alireza Sadeghi-Tarakameh  Ugur Yilmaz  Ergin Atalar  

    Institution:Bilkent University  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Wednesday, 12 August 2020  

    Topic:RF technologies  

    Session Name:RF Components & Coils  

    Program Number:0758  

    Room Live Q&A Session:Wednesday Parallel 5  

    Design of frequency division duplex RF system for frequency encoding using Bloch-Siegert shift

    Author:Yonghyun Ha  Kartiga Selvaganesan  Charles Rogers III  Baosong Wu  Sajad Hosseinnezhadian  Gigi Galiana  R. Todd Constable  

    Institution:Yale School of Medicine  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Wednesday, 12 August 2020  

    Topic:RF technologies  

    Session Name:RF Components & Coils  

    Program Number:0749  

    Room Live Q&A Session:Wednesday Parallel 5  

    Design of shim coils by combination of simple building blocks: Romeo and Hoult revisited

    Author:Michael Packer  Mark Fromhold  Richard Bowtell  

    Institution:University of Nottingham  

    Session Type:Digital Poster  

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

    Topic:Interventional MR and Safety Issues  

    Session Name:Gradient & B0 Safety  

    Program Number:4218  

    Room Live Q&A Session:

    Design of transmit array coils for MRI by minimizing the modal reflection coefficients

    Author:Ehsan Kazemivalipour  Alireza Sadeghi-Tarakameh  Ergin Atalar  

    Institution:Bilkent University  

    Session Type:Oral  

    Session Live Q&A Date:Wednesday, 12 August 2020  

    Topic:RF technologies  

    Session Name:Novel RF Approaches  

    Program Number:0762  

    Room Live Q&A Session:Wednesday Parallel 5  

    Design optimization of unshielded 8Tx transmit arrays for the head consisting of loops or dipoles at 7 Tesla

    Author:Carel van Leeuwen  Cornelis van den Berg  Dennis Klomp  Alexander Raaijmakers  

    Institution:University Medical Center Utrecht  Eindhoven University of Technology  

    Session Type:Digital Poster  

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

    Topic:MR Engineering  

    Session Name:Simulation in MR Design & Analysis  

    Program Number:4261  

    Room Live Q&A Session:

    Designing RF Screens for MRI guided Fucused Ultrasound Applications

    Author:Rock Hadley  Henrik Odeen  Robb Merrill  Sam Adams  Viola Rieke  Allison Payne  Dennis Parker  

    Institution:University of Utah  

    Session Type:Digital Poster  

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

    Topic:Interventional MR and Safety Issues  

    Session Name:Interventional: MR-Guided HIFU  

    Program Number:4122  

    Room Live Q&A Session:

    Detectability of the Dura Matter at 7T using Compressed Sensing

    Author:Olivier Mougin  Joshua McAteer  Matthan Caan  Penny Gowland  

    Institution:Amsterdam University Medical Center  SPMIC  

    Session Type:Digital Poster  

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

    Topic:Neuro Acquisition and Processing  

    Session Name:Neuroimaging: Acquisition 1  

    Program Number:1748  

    Room Live Q&A Session:

    Detecting Early Changes in ACL-Reconstructed Knee Cartilage Using Diffusion-Weighted MRI

    Author:Halston Sandford  Marianne Black  Akshay Chaudhari  Arjun Desai  Feliks Kogan  Brian Hargreaves  Garry Gold  Valentina Mazzoli  

    Institution:Stanford University  

    Session Type:Digital Poster  

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

    Topic:Bone, Cartilage, and Muscle  

    Session Name:Cartilage 1  

    Program Number:2731  

    Room Live Q&A Session:

    Detecting Early Changes in ACL-Reconstructed Knees: Cluster Analysis of T2 Relaxation Times from 3 Months to 18 Months Post-Surgery

    Detecting early response to immune checkpoint inhibitors by multimodal molecular imaging

    Author:Yu Saida  Shun Kishimoto  Yasunori Otowa  Kazutoshi Yamamoto  Jeffery Brender  Nallathamby Devasahayam  Murali Krishna  

    Institution:National Cancer Institute  

    Session Type:Digital Poster  

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

    Topic:Hyperpolarization and Molecular Imaging  

    Session Name:Hyperpolarization 2  

    Program Number:3025  

    Room Live Q&A Session: