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Decreased fractional anisotropy in the diffusion tensor imaging of neonatal hypoxic ischemic encephalopathy with normal conventional MRI

Decreases in functional connectivity of white matter in a resting state and during a working memory task in schizophrenia

Author:Yurui Gao  Muwei Li  Anna Huang  Adam Anderson  Zhaohua Ding  Stephan Heckers  Neil Woodward  John Gore  

Institution:Vanderbilt University  Vanderbilt University Medical Center  

Session Type:Digital Poster  

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

Topic:fMRI: Connectivity  

Session Name:Connectivity-Based Applications 1  

Program Number:3978  

Room Live Q&A Session:

Dedicated motion-corrected reconstruction for T1-mapping Modified Look-Locker inversion recovery acquisitions

Deep Cerebellar Nuclei Segmentation via Semi-Supervised Deep Context-Aware Learning from 7T Diffusion Image

Author:Jinyoung Kim  Rémi Patriat  Jordan Kaplan  Noam Harel  

Institution:University of Minnesota  

Session Type:Digital Poster  

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

Topic:Novel Acquisition, Reconstruction, and Analysis  

Session Name:Acquisition, Reconstruction & Analysis 1  

Program Number:3481  

Room Live Q&A Session:

Deep convolution neural network exploration for super resolution of abdominal 3D mDixon scans

Author:Johannes Peeters  Marcel Breeuwer  

Institution:Philips  Eindhoven University of Technology  

Session Type:Digital Poster  

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

Topic:Abdominopelvic MRI - Benign  

Session Name:Machine Learning & Radiomics in Body MRI  

Program Number:2601  

Room Live Q&A Session:

Deep convolution neural network-based DWI tractography connectome analysis to predict language improvement after pediatric epilepsy surgery

Author:Jeong-Won Jeong  Min-Hee Lee  Nolan O'Hara  Eishi Asano  Csaba Juhasz  

Institution:Wayne State University  Children's Hospital of Michigan  

Session Type:Oral  

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

Topic:Pediatric Neuro: Fetal to Adolescence  

Session Name:Pediatric Neuro: Epilepsy & Brain Injury  

Program Number:0236  

Room Live Q&A Session:Monday Parallel 3  

Deep Convolutional Neural Network model for sub-Anatomy specific Landmark detection on Brain MRI

Author:Sumit Sharma  Srinivasa Kundeti  

Institution:Philips Healthcare  

Session Type:Digital Poster  

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

Topic:Novel Acquisition, Reconstruction, and Analysis  

Session Name:Acquisition, Reconstruction & Analysis 2  

Program Number:3503  

Room Live Q&A Session:

Deep Dixon: Deep learning-based chemical-shift corrected water-fat separation with only simulated training data

Author:Frank Zijlstra  Peter Seevinck  

Institution:UMC Utrecht  

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:3586  

Room Live Q&A Session:

Deep Inversion Net: A Novel Neural Network Architecture for Rapid, and Accurate T2 Relaxometry Inversion

Author:Jeremy Kim  Thanh Nguyen  Pascal Spincemaille  Yi Wang  

Institution:Hunter College High School  Weill Cornell Medical College  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3580  

Room Live Q&A Session:

A deep learning approach for hemodynamic parameter estimation from multi-delay arterial spin-labelled MRI

Deep Learning Artifact Removal for Real-Time Rodent Cardiac MRI

Author:Patrick Metze  Hao Li  Tobias Speidel  Ina Vernikouskaya  Volker Rasche  

Institution:Ulm University  University Ulm Medical Center  

Session Type:Digital Poster  

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

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2238  

Room Live Q&A Session:

Deep Learning Assisted Full Knee 3D MRI-Based Lesion Severity Staging

Deep Learning based Accelerated MR Image Reconstruction via Transfer Learning

Author:Madiha Arshad  Mahmood Qureshi  Hammad Omer  

Institution:COMSATS University  

Session Type:Digital Poster  

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

Topic:Novel Acquisition, Reconstruction, and Analysis  

Session Name:Acquisition, Reconstruction & Analysis 1  

Program Number:3491  

Room Live Q&A Session:

Deep learning based automated white matter lesion detection for MS and NMOSD: a retrospective multicenter study

Deep Learning Based Brain Tissue Segmentation from Novel Diffusion Kurtosis Imaging Features

Deep learning based fully automated screening pipeline for abnormal bone density using a short lumbar Dixon sequence

Deep learning based image reconstruction for improved multiparameter mapping and synthetic MRI

Deep learning based image reconstruction for T2-weighted rectal cancer imaging

Deep learning based Ischemic core prediction from perfusion-weighted imaging in acute ischemic stroke

Author:Yannan Yu  Yuan Xie  Thoralf Thamm  Enhao Gong  Jiahong Ouyang  Soren Christensen  Michael Marks  Maarten Lansberg  Gregory Albers  Greg Zaharchuk  

Institution:Stanford University  

Session Type:Digital Poster  

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

Topic:Neurovascular  

Session Name:Neurovascular: Systemic Disease-Related Stroke & Others  

Program Number:1648  

Room Live Q&A Session:

Deep learning based multi-organ detection: a step closer to liver T1 map quality assurance

Author:Charles Hill  Ferenc Mozes  Liam Young  Luca Biasiolli  Matthew Robson  Vicente Grau  

Institution:Perspectum Diagnostics LTD.  University of Oxford  

Session Type:Digital Poster  

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

Topic:Abdominopelvic MRI - Benign  

Session Name:Machine Learning & Radiomics in Body MRI  

Program Number:2598  

Room Live Q&A Session:

Deep Learning based Semantic Segmentation of Scar Tissue in Late-Gadolinium Enhancement CMR – First Results

Author:Julius Heidenreich  Tobias Gassenmaier  Markus Ankenbrand  David Lohr  Thorsten Bley  Tobias Wech  

Institution:University Hospital Würzburg  

Session Type:Digital Poster  

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

Topic:Cardiovascular Techniques  

Session Name:CMR: Machine Learning & AI  

Program Number:2234  

Room Live Q&A Session:

Deep learning based T1-enhanced selection of linear attenuation coefficients for PET/MR attenuation correction: accuracy and repeatability

Deep Learning Enables Accurate Quantitative Volumetric Brain MRI with 2x Faster Scan Times

Author:Long Wang  Suzie Bash  Sara Dupont  Sebastian Magda  Chris Airriess  Enhao Gong  Greg Zaharchuk  Ajit Shankaranarayanan  Tao Zhang  

Institution:CorTechs Labs Inc  RadNet  Stanford University  Subtle Medical Inc  

Session Type:Digital Poster  

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

Topic:Neuroimaging and AI  

Session Name:Neuroimaging & AI: Poster Session 3  

Program Number:1877  

Room Live Q&A Session:

Deep Learning for Classifying Patients with Obstructive Sleep Apnea from Healthy Controls using High-resolution T1-weighted Images

Author:Bo Pang  Bhaswati Roy  Milena Lai  Luke Ehlert  Ravi Aysola  Daniel Kang  Ariana Anderson  Rajesh Kumar  

Institution:University of California at Los Angeles  

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:1902  

Room Live Q&A Session:

Deep Learning for Determination of Myometrial Invasion Depth and Automatic Lesion Identification Based on Endometrial Cancer MR Imaging

Deep learning for improved workflow in MRgFUS treatment planning

Deep Learning for Liver Segmentation and Quantification of Obese Patients

Deep Learning for Radial Myocardial Perfusion Reconstruction using 3D residual booster U-Nets

Author:Johnathan Le  Ye Tian  Jason Mendes  Mark Ibrahim  Brent Wilson  Edward DiBella  Ganesh Adluru  

Institution:University of Utah  

Session Type:Digital Poster  

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

Topic:Myocardial Tissue Characterization and Perfusion  

Session Name:CMR Perfusion Imaging  

Program Number:2095  

Room Live Q&A Session:

Deep Learning for Robust Accelerated Dynamic MRI Reconstruction for Active Acquisition Pipelines

Deep learning for the detection and differentiation of vertebral fracture

Deep learning for undersampled spiral DENSE reconstruction

Author:Samuel Fielden  Eric Carruth  Christopher Nevius  Christopher Haggerty  Brandon Fornwalt  

Institution:Geisinger  

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:3632  

Room Live Q&A Session:

Deep Learning Global Schedule Optimization for Chemical Exchange Saturation Transfer MR Fingerprinting (CEST-MRF)

Deep Learning Magnetic Resonance Fingerprinting for in vivo Brain and Abdominal MRI

Author:Peng Cao  Di Cui  Vince Vardhanabhuti  Edward Hui  

Institution:The University of Hong Kong  

Session Type:Digital Poster  

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

Topic:ML: Post Processing, Analysis, & Applications  

Session Name:Machine Learning: General Applications  

Program Number:3572  

Room Live Q&A Session:

A Deep Learning Method for Sensitivity Enhancement in Deuterium Metabolic Imaging (DMI)

A deep learning model to predict near pathological complete response for rectal cancer by the diffusion MRI data before chemoradiotherapy

Deep learning of electrical stimulation mapping-driven DWI tractography to improve preoperative evaluation of pediatric epilepsy surgery

Deep Learning Predicts Total Knee Replacement from Magnetic Resonance Images

Deep Learning Reconstruction Method for Improved Visualization of Hippocampal Anatomical Structures

Author:Patrick Quarterman  Angela Lignelli  Marc Lebel  Sachin Jambawalikar  

Institution:Columbia University  GE Healthcare  

Session Type:Oral - Power Pitch  

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

Topic:Neurodegeneration 2  

Session Name:Epilepsy  

Program Number:0930  

Room Live Q&A Session:Wednesday Parallel 2  

Deep Learning Segmentation of Lenticulostriate Arteries on 3D Black Blood MRI

Deep Learning synthesis of PET-like CBF maps from arterial spin labeling MRI: Rapid Clinical Deployment & Evaluation

Author:David Shin  David Chen  Audrey Fan  Moss Zhao  Jia Guo  Suchandrima Banerjee  Greg Zaharchuk  

Institution:GE Healthcare  Stanford University  University of California  

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:1895  

Room Live Q&A Session:

Deep Learning to Discriminate Nasopharyngeal Carcinoma and Benign Hyperplasia on MRI

Author:Lun M. Wong  Ann D. King  Qiyong Ai  

Institution:The Chinese University of Hong Kong  

Session Type:Digital Poster  

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

Topic:Cancer Imaging: Diffusion, Perfusion, MRS & Machine Learning  

Session Name:Cancer Imaging: Machine Learning & Radiomics  

Program Number:4826  

Room Live Q&A Session:

Deep Learning to Produce Realistic MR Images through Fréchet Inception Distance Monitoring

Deep Learning Multi-class Segmentation Algorithm is more Resilient to the Variations of MR Image Acquisition Parameters