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Data-Driven Multi-Contrast Spectral Microstructure Imaging with InSpect: INtegrated SPECTral Component Estimation and Mapping

Data-Driven non-Cartesian trajectory correction based on Cartesian reference data

Author:Felix Horger  Mathias Nittka  Gregor Körzdörfer  

Institution:Siemens Healthcare  

Session Type:Digital Poster  

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

Topic:Mitigating motion, artifacts and imperfections  

Session Name:Measuring & Correcting System Imperfections  

Program Number:3390  

Room Live Q&A Session:

DCE-MRI for detection of leukaemia induced bone marrow vascular permeability

Author:Ana Gomes  Diana Passaro  Dominique Bonnet  Bernard Siow  

Institution:Francis Crick Institute  

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: Perfusion & Permeability  

Program Number:4802  

Room Live Q&A Session:

DCE-MRI with a free-breathing compressed sensing VIBE for pancreatic ductal adenocarcinoma: correlation with ECV fraction

Declining frontoparietal connectivity is linked to decreased episodic memory performance in multiple sclerosis

Declutter the protocol tree: managing and comparing sequence parameters of multiple clinical systems using Python tools

Author:Pim Pullens  Pieter Devolder  Tony Thienpont  Eric Achten  

Institution:University Hospital Gent  Ghent University  

Session Type:Digital Poster  

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

Topic:Interventional MR and Safety Issues  

Session Name:MRI Safety & Intervention  

Program Number:4160  

Room Live Q&A Session:

Decoupling of brain activity from connectome in multiple sclerosis and neuromyelitis optica

Decoupling the default mode network and global state oscillation by neural network-based prediction of the fMRI signal fluctuation

Decreased axon water fraction can result from either axonal loss and/or demyelination, reflecting different ex-vivo and in-vivo conditions

Author:Zihan Zhou  Qiqi Tong  Qiuping Ding  Junye Yao  Hongjian He  Jianhui Zhong  

Institution:Zhejiang University  University of Rochester Medical Center  

Session Type:Digital Poster  

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

Topic:Diffusion Microstructure, Modeling and Tractography  

Session Name:Diffusion: Microstructure 1  

Program Number:4432  

Room Live Q&A Session:

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 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:

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 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 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 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 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 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 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-Based Adaptive Noise Reduction for Improving Image Quality of 1.5T MR Images

Deep learning-based B0 inhomogeneities mapping using sparse CEST spectral data

Deep Learning-based Fast Magnetic Resonance Spectroscopy

Deep learning-based partial Fourier reconstruction for improved prostate DWI

Deep Learning-based Perfusion Parameter Mapping (DL-PPM) with Simulated Microvascular Network Data

Deep learning-based referenceless distortion correction for single-shot non-Cartesian spatiotemporally encoded MRI

Author:Wei Wang  Jian Wu  Qinqin Yang  Jian Han  Congbo Cai  Shuhui Cai  Zhong Chen  

Institution:Xiamen 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 2  

Program Number:3600  

Room Live Q&A Session:

Deep learning-based target metabolite-specific signal isolation and big data-driven measurement uncertainty estimation in 1H-MRS of the brain

Author:HyeongHun Lee  Hyeonjin Kim  

Institution:Seoul National University  Seoul National University Hospital  

Session Type:Digital Poster  

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

Topic:New Techniques in MRS  

Session Name:MRS Reconstruction & AI  

Program Number:2847  

Room Live Q&A Session:

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: