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Accelerating Brain Diffusion Tensor Imaging using Neural Networks: A Comparison of three Neural Networks

Author:Yuhao Yan  Zheng Chang  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2443  

Room Session:Concurrent 3  

Institution:Duke University  

Accelerating Diffusion Tensor Imaging of the Rat Brain using Deep Learning

Author:Ali Bilgin  Loi Do  Phillip Martin  Ethan Lockhart  Adam Bernstein  Chidi Ugonna  Laurel Dieckhaus  Courtney Comrie  Elizabeth Hutchinson  Nan-kuei Chen  Gene Alexander  Carol Barnes  Theodore Trouard  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2444  

Room Session:Concurrent 3  

Institution:University of Arizona  

Automatic Detection of Nyquist Ghosts in Whole-Body Diffusion Weighted MRI Using Deep Learning

Author:Alistair Lamb  Anna Barnes  Stuart Taylor  Hui Zhang  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2445  

Room Session:Concurrent 3  

Institution:University College London  

Deep learning based denoising for high b-value high resolution diffusion imaging

Author:Seema S Bhat  Pavan Poojar  Hanumantharaju M C  Sairam Geethanath  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2440  

Room Session:Concurrent 3  

Institution:BMS Institute of Technology and Management  Columbia University in the City of New York  Dayananda sagar college of engineering  

Deep learning-based DWI Denoising method that suppressed the "instability" problem

Author:Hayato Nozaki  Yasuhiko Tachibana  Yujiro Otsuka  Wataru Uchida  Yuya Saito  Koji Kamagata  Shigeki Aoki  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2442  

Room Session:Concurrent 3  

Institution:Department of Molecular Imaging and Theranostics National Institute of Radiological Sciences National Institutes for Quantum and Radiological Science and Technology  Department of Radiology, Graduate School of Medicine, Juntendo University  Miliman  Graduate School of Human Health Sciences, Tokyo Metropolitan University  

Evaluation of quantitative MRI parameters reproducibility across a major scanner upgrade: spinal cord diffusion weighted (DW) imaging

Author:Ratthaporn Boonsuth  Marco Battiston  Francesco Grussu  Marios Yiannakas  Torben Schneider  Rebecca Samson  Ferran Prados  Claudia Wheeler-Kingshott  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2455  

Room Session:Concurrent 3  

Institution:Philips Healthcare, Guildford  UCL Queen Square Institute of Neurology  Centre for Medical Image Computing, Medical Physics and Biomedical Engineering, University College London  Department of Brain & Behavioural Sciences, University of Pavia  Radiomics Group, Vall d’Hebron Institute of Oncology, Vall d’Hebron Barcelona Hospital Campus  Department of Brain Connectivity Centre Research Department, IRCCS Mondino Foundation  E-Heath Centre, Universitat Oberta de Catalunya  

High-resolution microstructural imaging in the human hippocampus with b-tensor encoding and zoomed imaging

Author:Jiyoon Yoo  Leevi Kerkelä  Patrick Hales  Kiran Seunarine  Iulius Dragonu  Enrico Kaden  Christopher Clark  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2456  

Room Session:Concurrent 3  

Institution:Siemens Healthcare Ltd  UCL Great Ormond Street Institute of Child Health  

Improved image quality with Deep learning based denoising of diffusion MRI data

Author:Radhika Madhavan  Jaemin Shin  Nastaren Abad  Luca Marinelli  J Kevin DeMarco  Robert Shih  Vincent Ho  Suchandrima Banerjee  Thomas Foo  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2439  

Room Session:Concurrent 3  

Institution:GE Global Research  GE Healthcare  Walter Reed National Military Medical Center and Uniformed Services University of the Health Sciences  

Improved parameter estimation for non-Gaussian IVIM using an unbiased vector non-local means

Author:Lyu Jian  Xinyuan Zhang  Yingjie Mei  Li Guo  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2454  

Room Session:Concurrent 3  

Institution:Philips Healthcare  Southern Medical University  The First People’s Hospital of Foshan (Affiliated Foshan Hospital of Sun Yat-sen University)  Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence  

Inferring Diffusion Tensors on Unregistered Cardiac DWI Using a Residual CNN and Implicitly Modelled Data Prior

Author:Jonathan Weine  Robbert van Gorkum  Christian Stoeck  Valery Vishnevskiy  Thomas Joyce  Sebastian Kozerke  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2447  

Room Session:Concurrent 3  

Institution:University and ETH Zurich  

Influence of electrocardiogram signal triggering on filter exchange imaging

Author:Julian Rauch  Dominik Ludwig  Frederik Laun  Tristan Kuder  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2453  

Room Session:Concurrent 3  

Institution:German Cancer Research Center (DKFZ)  University Hospital Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU)  Heidelberg University  

Learning the relationship between human brain tissue microstructure and diffusion MRI data

Author:Emmanuelle Weber  Christoph Leuze  Daniel A. N. Barbosa  Gustavo Chau Loo Kung  Kalanit Grill-Spector  Jennifer A. McNab  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2448  

Room Session:Concurrent 3  

Institution:Stanford  

Microstructural White Matter Segmentation in Mild Traumatic Brain Injury Patients using DTI and a Deep 2D-UNet Ensemble

Author:Brian McCrindle  Nicholas Simard  Ethan Samson  Ethan Danielli  Thomas Doyle  Michael Noseworthy  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2441  

Room Session:Concurrent 3  

Institution:McMaster University  Imaging Research Center, St. Joseph's Healthcare  Vector Institute  

Multi-band in Diffusion MRI: Can we go too fast?

Author:Arun Venkataraman  Benjamin Risk  Deqian Qiu  Jianhui Zhong  Zhengwu Zhang  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2451  

Room Session:Concurrent 3  

Institution:Emory University  Emory University School of Medicine  University of Rochester  University of Rochester Medical Center  

Patch-CNN-DTI: Data-efficient high-fidelity tensor recovery from 6 direction diffusion weighted imaging.

Author:Tobias Goodwin-Allcock  Ting Gong  Robert Gray  Parashkev Nachev  Hui Zhang  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2449  

Room Session:Concurrent 3  

Institution:UCL  University College London Queen Square Institute of Neurology  

Quantification of multiple diffusion metrics from asymmetric balanced SSFP frequency profiles using neural networks

Author:Florian Birk  Felix Glang  Christoph Birkl  Klaus Scheffler  Rahel Heule  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2437  

Room Session:Concurrent 3  

Institution:Max Planck Institute for Biological Cybernetics  Medical University of Innsbruck  University of Tübingen  

Rapid Multi-slice STEAM Diffusion Imaging with a Prepared Gradient Echo Echoplanar Sequence

Author:David Alsop  Manuel Taso  Arnaud Guidon  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2450  

Room Session:Concurrent 3  

Institution:Beth Israel Deaconess Medical Center  GE Healthcare  Harvard Medical School  

Rotation-Equivariant Deep Learning for Diffusion MRI

Author:Philip Müller  Vladimir Golkov  Valentina Tomassini  Daniel Cremers  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2438  

Room Session:Concurrent 3  

Institution:D’Annunzio University  Technical University of Munich  

SRDTI: Deep learning-based super-resolution for diffusion tensor MRI

Author:Qiyuan Tian  Ziyu Li  Qiuyun Fan  Chanon Ngamsombat  Yuxin Hu  Congyu Liao  Fuyixue Wang  Kawin Setsompop  Jonathan Polimeni  Berkin Bilgic  Susie Huang  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2446  

Room Session:Concurrent 3  

Institution:Massachusetts General Hospital  Stanford University  Tsinghua University  Harvard Medical School  

A unified framework for estimating diffusion kurtosis tensors with multiple prior information

Author:Li Guo  Lyu Jian  Yingjie Mei  Mingyong Gao  Yanqiu Feng  Xinyuan Zhang  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Diffusion: Encoding & Estimation  

Session Name:Diffusion: Encoding, Estimation & Machine Learning  

Program Number:2452  

Room Session:Concurrent 3  

Institution:Philips Healthcare  Southern Medical University  The First People’s Hospital of Foshan (Affiliated Foshan Hospital of Sun Yat-sen University)  Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence