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3D DUAL RECURSIVE REFINER NETWORK FOR ROBUST SEGMENTATION: APPLICATION TO BRAIN EXTRACTION

Author:Maxime Bertrait  Pascal Ceccaldi  Boris Mailhé  Youngjin Yoo  Mariappan Nadar  

Institution:Siemens Healthineers  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1302  

Room Live Q&A Session:Thursday Parallel 2  

Accelerated 4D-flow MRI using Machine Learning (ML) Enabled Three Point Flow Encoding

Author:Dahan Kim  Laura Eisenmenger  Kevin Johnson  

Institution:University of Wisconsin  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1296  

Room Live Q&A Session:Thursday Parallel 2  

Accurate Brain Extraction Using 3D U-Net with Encoded Spatial Information

Author:Hualei Shen  Chenyu Wang  Kain Kyle  Chun-Chien Shieh  Lynette Masters  Fernando Calamante  Dacheng Tao  Michael Barnett  

Institution:I-MED Radiology Network  Sydney Neuroimaging Analysis Centre  the University of Sydney  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1301  

Room Live Q&A Session:Thursday Parallel 2  

Attention-based convolutional network quantifying the importance of quantitative MR metrics in the multiple sclerosis lesion classification

Author:Po-Jui Lu  Reza Rahmanzadeh  Riccardo Galbusera  Matthias Weigel  Youngjin Yoo  Pascal Ceccaldi  Yi Wang  Jens Kuhle  Ludwig Kappos  Philippe Cattin  Benjamin Odry  Eli Gibson  Cristina Granziera  

Institution:Covera Health  Siemens Healthineers  University Hospital Basel and University of Basel  University of Basel  Weill Cornell Medical College  University Hospital Basel  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1304  

Room Live Q&A Session:Thursday Parallel 2  

Bayesian learning for fast parameter inference of multi-exponential white matter signals

Author:Jonathan Doucette  Christian Kames  Alexander Rauscher  

Institution:UBC MRI Research Centre  University of British Columbia  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1306  

Room Live Q&A Session:Thursday Parallel 2  

Characterisation of white matter lesion patterns in Systemic Lupus Erythematosus by an unsupervised machine learning approach.

Author:Theodor Rumetshofer  Tor Strandberg  Peter Mannfolk  Andreas Jönsen  Markus Nilsson  Johan Mårtensson  Pia Sundgren  

Institution:Lund University  Skåne University Hospital  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1303  

Room Live Q&A Session:Thursday Parallel 2  

Clinical performance of reduced gadolinium dose for contrast-enhanced brain MRI using deep learning

Author:Huanyu Luo  Jing Xue  Yunyun Duan  Cheng Xu  Jonathan Tamir  Srivathsa Venkata  Yaou Liu  

Institution:Beijing Tiantan Hospital  Subtle Medical Inc  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1307  

Room Live Q&A Session:Thursday Parallel 2  

Connecting Histology and MRI using Deep Learning

Author:Zifei Liang  Choong Lee  Tanzil Arefin  Piotr Walczak  Song-Hai Shi  Florian Knoll  Yulin Ge  Leslie Ying  Jiangyang Zhang  

Institution:Memorial Sloan Kettering Cancer Center  NYU Langone Health  University at Buffalo  University of Maryland School of Medicine  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1291  

Room Live Q&A Session:Thursday Parallel 2  

Contrast-weighted SSIM loss function for deep learning-based undersampled MRI reconstruction

Author:Sangtae Ahn  Anne Menini  Graeme McKinnon  Erin Gray  Joshua Trzasko  John Huston  Matt Bernstein  Justin Costello  Thomas Foo  Christopher Hardy  

Institution:GE Healthcare  GE Research  Mayo Clinic College of Medicine  Walter Reed National Military Medical Center  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1295  

Room Live Q&A Session:Thursday Parallel 2  

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

Author:Nicholas Luciw  Zahra Shirzadi  Sandra Black  Maged Goubran  Bradley MacIntosh  

Institution:Sunnybrook Research Institute  University of Toronto  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1289  

Room Live Q&A Session:Thursday Parallel 2  

Deep learning Assisted Radiological reporT (DART)

Author:Keerthi Sravan Ravi  Sairam Geethanath  Girish Srinivasan  Rahul Sharma  Sachin Jambawalikar  Angela Lignelli-Dipple  John Thomas Vaughan Jr.  

Institution:Columbia University  Columbia University Irving Medical Center  MediYantri Inc.  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1308  

Room Live Q&A Session:Thursday Parallel 2  

Deep Learning Detection of Penumbral Tissue on Arterial Spin Labeling in Stroke

Author:Kai Wang  Qinyang Shou  Samantha Ma  David Liebeskin  Xin Qiao  Jeffrey Saver  Noriko Salamon  Songlin Yu  Hosung Kim  Yannan Yu  Yuan Xie  Greg Zaharchuk  Fabien Scalzo  Danny Wang  

Institution:Beijing Tiantan Hospital, Capital Medical University  Stanford University  University of California, Los Angeles  University of Southern California  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1288  

Room Live Q&A Session:Thursday Parallel 2  

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

Author:Samantha Ma  Mona Sharifi Sarabi  Kai Wang  Soroush Heidari Pahlavian  Wenli Tan  Madison Lodge  Lirong Yan  Yonggang Shi  Danny Wang  

Institution:University of Southern California  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1305  

Room Live Q&A Session:Thursday Parallel 2  

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

Author:Yi-Tien Li  Yi-Wen Chen  David Chen  Chi-Jen Chen  

Institution:Taipei Medical University - Shuang Ho Hospital  Department of Radiology, Stanford University  Institute of Biomedical Engineering, National Taiwan University  School of Medicine, College of Medicine, Taipei Medical University  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1300  

Room Live Q&A Session:Thursday Parallel 2  

Estimating the capillary input function using deep learning approach for Dynamic Contrast-Enhanced MRI assessment of blood brain barrier

Author:Jonghyun Bae  Li Feng  Krzysztof Geras  Florian Knoll  Yulin Ge  Sungheon Kim  

Institution:Center for Advanced Imaging Innovation and Research  Icahn School of Medicine at Mount Sinai  Sackler Institute of Graduate Biomedical Science,NYU School of Medicine  Center for Biomedical Imaging, NYU  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1287  

Room Live Q&A Session:Thursday Parallel 2  

Fiber orientation robust myelin water fraction mapping using complex-valued neural network in multi-echo gradient echo

Author:Soozy Jung  Kanghyun Ryu  Jae Eun Song  Mina Park  Dong-Hyun Kim  

Institution:Gangnam Severance Hospital  Yonsei University  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1290  

Room Live Q&A Session:Thursday Parallel 2  

From 2D thick slices to 3D isotropic volumetric brain MRI - a deep learning approach

Author:Berkin Bilgic  Long Wang  Enhao Gong  Greg Zaharchuk  Tao Zhang  

Institution:Subtle Medical Inc  MGH/Harvard  Stanford University  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1299  

Room Live Q&A Session:Thursday Parallel 2  

Gaussian Process Progression Modelling of structural MRI changes in Huntington’s disease

Author:Peter Wijeratne  Sara Garbarino  Eileanoir Johnson  Sarah Gregory  Rachael Scahill  Sarah Tabrizi  Marco Lorenzi  Daniel Alexander  

Institution:Université Côte d’Azur  University College London  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1293  

Room Live Q&A Session:Thursday Parallel 2  

Hybrid structure-function connectome predicts individual cognitive abilities

Author:Elvisha Dhamala  Keith Jamison  Sarah Dennis  Raihaan Patel  M Mallar Chakravarty  Amy Kuceyeski  

Institution:McGill University  Sarah Lawrence College  Weill Cornell Medicine  Douglas Mental Health University Institute  

Session Type:Oral - Power Pitch  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:1294  

Room Live Q&A Session:Thursday Parallel 2  

The neural network model that can consider the inhomogeneity of the judgements between different annotators: implementation for MRA diagnosis

Author:Yasuhiko Tachibana  Masataka Nishimori  Masaaki Chiku  Naoyuki Kitamura  Kensuke Umehara  Junko Ota  Takayuki Obata  Tatsuya Higashi  

Institution:Medical Check Studio Ginza Clinic  MNES corporation  National Institute of Radiological Sciences, QST  QST Hospital, QST  

Session Type:Oral  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

Program Number:1284  

Room Live Q&A Session:Thursday Parallel 2  

Neuroimaging of the Brain-Gut Axis

Author:Ling Ling Chan  

Institution:Singapore General Hospital  

Session Type:Weekday Course  

Session Live Q&A Date:Thursday, 13 August 2020  

Topic:Brain-Gut Axis and AI in Neuroimaging  

Session Name:The Brain-Gut Axis: Imaging the Superorganism  

Program Number:

Room Live Q&A Session:Thursday Parallel 2  

    Neuroimaging the Gut-Brain Axis: Influence of the Gut Microbiome on Brain Microstructure

    Author:John-Paul Yu  

    Institution:University of Wisconsin-Madison  

    Session Type:Weekday Course  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Brain-Gut Axis and AI in Neuroimaging  

    Session Name:The Brain-Gut Axis: Imaging the Superorganism  

    Program Number:

    Room Live Q&A Session:Thursday Parallel 2  

    A practical application of generative models for MR image synthesis: from post- to pre-contrast imaging

    Author:Gian Franco Piredda  Virginie Piskin  Vincent Dunet  Gibran Manasseh  Mário Fartaria  Till Huelnhagen  Jean-Philippe Thiran  Tobias Kober  Ricardo Corredor-Jerez  

    Institution:Lausanne University Hospital and University of Lausanne  Siemens Healthcare AG  E´cole Polytechnique Fe´de´rale de Lausanne (EPFL)  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Brain-Gut Axis and AI in Neuroimaging  

    Session Name:Emerging Applications of AI in Neuroimaging  

    Program Number:1297  

    Room Live Q&A Session:Thursday Parallel 2  

    Predicting brain function from anatomy with geometric deep learning using high-resolution MRI data

    Author:Fernanda Ribeiro  Steffen Bollmann  Alexander Puckett  

    Institution:University of Queensland  

    Session Type:Oral  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Brain-Gut Axis and AI in Neuroimaging  

    Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

    Program Number:1285  

    Room Live Q&A Session:Thursday Parallel 2  

    Quantification of Non-Water-Suppressed Proton Spectroscopy using Deep Neural Networks

    Author:Marcia Sahaya Louis  Eduardo Coello  Huijun Liao  Ajay Joshi  Alexander Lin  

    Institution:Boston University  Brigham and Women's Hospital  

    Session Type:Oral - Power Pitch  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Brain-Gut Axis and AI in Neuroimaging  

    Session Name:Emerging Applications of AI in Neuroimaging  

    Program Number:1298  

    Room Live Q&A Session:Thursday Parallel 2  

    The substantial influence of negative sampling and prevalence when presenting classification results: case study with TOF-MRA

    Author:Tommaso Di Noto  Guillaume Marie  Sebastien Tourbier  Guillaume Saliou  Meritxell Bach Cuadra  Patric Hagmann  Jonas Richiardi  

    Institution:Department of Radiology, Lausanne University Hospital (CHUV) and University of Lausanne (UNIL)  Advanced Clinical Imaging Technology, Siemens Healthcare  Medical Image Analysis Laboratory (MIAL), Centre d’Imagerie BioMédicale (CIBM)  Signal Processing Lab  

    Session Type:Oral  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Brain-Gut Axis and AI in Neuroimaging  

    Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

    Program Number:1292  

    Room Live Q&A Session:Thursday Parallel 2  

    Toward a site and scanner-generic deep learning model for reduced gadolinium dose in contrast-enhanced brain MRI

    Author:Srivathsa Pasumarthi Venkata  Jonathan Tamir  Enhao Gong  Greg Zaharchuk  Tao Zhang  

    Institution:Subtle Medical Inc.  

    Session Type:Oral  

    Session Live Q&A Date:Thursday, 13 August 2020  

    Topic:Brain-Gut Axis and AI in Neuroimaging  

    Session Name:AI Applications in Neuroimaging: High Novelty & Impact  

    Program Number:1286  

    Room Live Q&A Session:Thursday Parallel 2