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Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge

Author:Chompunuch Sarasaen  Soumick Chatterjee  Fatima Saad  Mario Breitkopf  Andreas Nürnberger  Oliver Speck  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning: Removing Artifacts & Improving Resolution  

Program Number:1778  

Room Session:Concurrent 1  

Institution:Center for Behavioral Brain Sciences  Otto von Guericke University  Leibniz Institute for Neurobiology  German Center for Neurodegenerative Disease  

First-Principle Image SNR Synthesis Depending on Field Strength

Author:Charles McGrath  Mohammed Albannay  Alexander Jaffray  Christian Guenthner  Sebastian Kozerke  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Quantitative Imaging  

Session Name:Modelling, Reconstruction & Processing in Low-Field MRI & PET-MRI  

Program Number:2186  

Room Session:Concurrent 1  

Institution:University and ETH Zurich  

Fitting kinetic rate constants in metabolite-specific bSSFP hyperpolarized [1-13C]pyruvate MRI

Author:Sule Sahin  Shuyu Tang  Manushka Vaidya  Peder Larson  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Signal Modelling for Quantitative MRI  

Session Name:Modelling: Diffusion, Kinetics & More  

Program Number:2840  

Room Session:Concurrent 1  

Institution:HeartVista, Inc.  University of California, Berkeley and University of California, San Francisco  University of California, San Francisco  

A flexible open-source Python package for de-identification of medical images and related data

Author:Nicolas Pannetier  Kaleb Fischer  Justin Elhert  Ambrus Simon  Gunnar Schaefer  Michael Perry  

Session Type:Digital Poster  

Session Date:Thursday, 20 May 2021  

Topic:Data Processing & Software Tools  

Session Name:Data Processing for Quality & Efficiency  

Program Number:3752  

Room Session:Concurrent 1  

Institution:Flywheel Exchange, Inc  

Forward-Fourier Motion-Corrected Reconstruction for Free-Breathing Liver DCE-MRI

Author:Sihao Chen  Cihat Eldeniz  Weijie Gan  Ulugbek Kamilov  Tyler Fraum  Hongyu An  

Session Type:Oral  

Session Date:Monday, 17 May 2021  

Topic:Motion Correction Strategies  

Session Name:Motion Correction Strategies  

Program Number:0128  

Room Session:Concurrent 1  

Institution:Washington University in St. Louis  

Fourier-based decomposition approach for simultaneous acquisition of 1H spectra from two voxels in vivo at short echo times

Author:Layla Riemann  Christoph Stefan Aigner  Ralf Mekle  Sebastian Schmitter  Bernd Ittermann  Ariane Fillmer  

Session Type:Oral  

Session Date:Monday, 17 May 2021  

Topic:Constrained & Model-Based Reconstructions  

Session Name:Constrained & Model-Based Reconstructions  

Program Number:0071  

Room Session:Concurrent 1  

Institution:Center for Stroke Research Berlin, Charité Universitätsmedizin  Physikalisch-Technische Bundesanstalt (PTB)  University of Minnesota  

Free-breathing Abdomen T2 mapping via Single-shot Multiple Overlapping-echo Acquisition and Deep Neural Network Reconstruction

Author:Xi Lin  Qinqin Yang  Jianfeng Bao  Shuhui Cai  Zhong Chen  Congbo Cai  Jingliang Cheng  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Quantitative Imaging  

Session Name:Machine Learning for Quantitative Imaging  

Program Number:2170  

Room Session:Concurrent 1  

Institution:The First Affiliated Hospital of Zhengzhou University, Zhengzhou University  Xiamen University  

Free-Breathing MR-based Attenuation Correction for Whole-Body PET/MR Exams

Author:Patrick Korf  Wolfgang Thaiss  Ambros Beer  Meinrad Beer  Dominik Nickel  Thomas Vahle  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Quantitative Imaging  

Session Name:Modelling, Reconstruction & Processing in Low-Field MRI & PET-MRI  

Program Number:2185  

Room Session:Concurrent 1  

Institution:Siemens Healthcare GmbH  University Hospital Ulm  

Free-Breathing, Confounder Corrected T1 Mapping in the Liver with Stack-of-Stars Inversion Recovery MRI

Author:Yavuz Muslu  Ty Cashen  Sagar Mandava  Scott Reeder  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Quantitative Relaxation Parameter Mapping in the Body  

Session Name:Quantitative Relaxation Parameter Mapping in the Body  

Program Number:0611  

Room Session:Concurrent 1  

Institution:GE Healthcare  University of Wisconsin-Madison  

Frobenius optimization of tensor-valued diffusion sampling schemes

Author:Alexis Reymbaut  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Optimized Signal Representation for Acquisition & Reconstruction  

Session Name:Optimized Signal Representation for Acquisition & Reconstruction  

Program Number:0446  

Room Session:Concurrent 1  

Institution:Random Walk Imaging AB  

A fully automated framework for intracranial vessel wall segmentation based on 3D black-blood MRI

Author:Jiaqi Dou  Hao Liu  Qiang Zhang  Dongye Li  Yuze Li  Dongxiang Xu  Huijun Chen  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning for Image Analysis  

Program Number:2406  

Room Session:Concurrent 1  

Institution:Sun Yat-sen University  Tsinghua University  University of Washington  

Fully-Automated Deep Learning-Based Background Phase Error Correction for Abdominopelvic 4D Flow MRI

Author:Sophie You  Evan Masutani  Joy Liau  Marcus Alley  Shreyas Vasanawala  Albert Hsiao  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Analysis  

Session Name:Machine Learning for Image Analysis  

Program Number:2413  

Room Session:Concurrent 1  

Institution:Stanford University School of Medicine  University of California, San Diego  

Fundamentals of Diffusion

Author:Marco Palombo  

Session Type:Tutorial  

Session Date:Saturday, 15 May 2021  

Topic:Tutorial: Diffusion I & II  

Session Name:Tutorial: Diffusion I & II  

Program Number:

Room Session:Concurrent 1  

Institution:University College London  

Future Outlook

Author:Leon Axel  

Session Type:Weekend Course  

Session Date:Saturday, 15 May 2021  

Topic:Simultaneous Multiparameter & Multidimensional Cardiovascular MRI  

Session Name:Simultaneous Multiparameter & Multidimensional Cardiovascular MRI  

Program Number:

Room Session:Concurrent 1  

Institution:New York University School of Medicine  

    Generalizing Ultra-low-dose PET/MRI Networks Across Radiotracers: From Amyloid to Tau

    Author:Kevin Chen  Olalekan Adeyeri  Tyler Toueg  Elizabeth Mormino  Mehdi Khalighi  Greg Zaharchuk  

    Session Type:Digital Poster  

    Session Date:Tuesday, 18 May 2021  

    Topic:Machine Learning for Quantitative Imaging  

    Session Name:Modelling, Reconstruction & Processing in Low-Field MRI & PET-MRI  

    Program Number:2194  

    Room Session:Concurrent 1  

    Institution:Salem State University  Stanford University  

    Global and Local Deep Dictionary Learning Network for Accelerating the Quantification of Myelin Water Content

    Author:Quan Chen  Huajun She  Zhijun Wang  Yiping Du  

    Session Type:Digital Poster  

    Session Date:Tuesday, 18 May 2021  

    Topic:Machine Learning for Quantitative Imaging  

    Session Name:Machine Learning for Quantitative Imaging  

    Program Number:2163  

    Room Session:Concurrent 1  

    Institution:Shanghai Jiao Tong University  

    Going beyond the image space: undersampled MRI reconstruction directly in the k-space using a complex valued residual neural network

    Author:Soumick Chatterjee  Chompunuch Sarasaen  Alessandro Sciarra  Mario Breitkopf  Steffen Oeltze-Jafra  Andreas Nürnberger  Oliver Speck  

    Session Type:Digital Poster  

    Session Date:Tuesday, 18 May 2021  

    Topic:Machine Learning for Data Acquisition & Image Reconstruction  

    Session Name:Machine Learning for Data Acquisition & Image Reconstruction  

    Program Number:1757  

    Room Session:Concurrent 1  

    Institution:Medical Faculty, University Hopspital  Otto von Guericke University  German Centre for Neurodegenerative Diseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

    Golden-angle radial MR fingerprinting for high-resolution quantitative prostate MRI

    Author:Victoria Yu  Ergys Subashi  Can Wu  Peter Koken  Mariya Doneva  Ricardo Otazo  Ouri Cohen  

    Session Type:Digital Poster  

    Session Date:Monday, 17 May 2021  

    Topic:Advances in MR Fingerprinting  

    Session Name:MR Fingerprinting: Artifacts, Optimisation & Applications in the Body  

    Program Number:1556  

    Room Session:Concurrent 1  

    Institution:Memorial Sloan Kettering Cancer Center  Philips Healthcare  

    GPU Accelerated Grouped Magnetic Resonance Fingerprinting using Clustering Techniques

    Author:Abdul Moiz Hassan  Rana Muhammad Saad  Irfan Ullah  Hammad Omer  

    Session Type:Digital Poster  

    Session Date:Monday, 17 May 2021  

    Topic:Advances in MR Fingerprinting  

    Session Name:MR Fingerprinting: Artifacts, Optimisation & Applications in the Body  

    Program Number:1558  

    Room Session:Concurrent 1  

    Institution:Department of Electrical and Computer Engineering, COMSATS University  

    A GPU-accelerated Extended Phase Graph Algorithm for differentiable optimization and learning

    Author:Somnath Rakshit  Ke Wang  Jonathan Tamir  

    Session Type:Digital Poster  

    Session Date:Thursday, 20 May 2021  

    Topic:Data Processing & Software Tools  

    Session Name:Software Tools for Development, Data Processing & Analysis  

    Program Number:3754  

    Room Session:Concurrent 1  

    Institution:The University of Texas at Austin  University of California, Berkeley  

    Half Fourier Acquisition Single Shot Turbo Spin Echo Diffusion Encoding with Transition between Pseudo-Steady States for 3T

    Author:Aidin Arbabi  David Norris  

    Session Type:Digital Poster  

    Session Date:Thursday, 20 May 2021  

    Topic:Optimized Sampling & Sequence Design  

    Session Name:Pulse Sequence I  

    Program Number:4196  

    Room Session:Concurrent 1  

    Institution:Donders Institute, Radboud University  

    Harmonization of multi-site T1 data using CycleGAN with segmentation loss (CycleGANs)

    Author:Suheyla Cetin-Karayumak  Evdokiya Knyazhanskaya  Brynn Vessey  Sylvain Bouix  Benjamin Wade  David Tate  Paul Sherman  Yogesh Rathi  

    Session Type:Digital Poster  

    Session Date:Tuesday, 18 May 2021  

    Topic:Machine Learning for Image Analysis  

    Session Name:Machine Learning: Multimodal & Multireader Insights  

    Program Number:2421  

    Room Session:Concurrent 1  

    Institution:Ahmanson-Lovelace Brain Mapping Center, UCLA  Brigham and Women's Hospital  Brigham and Women's Hospital and Harvard Medical School  U.S. Air Force School of Aerospace Medicine  University of Utah  

    HDnGAN: High-fidelity ultrafast volumetric brain MRI using a hybrid denoising generative adversarial network

    Author:Ziyu Li  Qiyuan Tian  Chanon Ngamsombat  Samuel Cartmell  John Conklin  Augusto Lio M. Gonçalves Filho  Wei-Ching Lo  Guangzhi Wang  Kui Ying  Kawin Setsompop  Qiuyun Fan  Berkin Bilgic  Stephen Cauley  Susie Huang  

    Session Type:Oral  

    Session Date:Tuesday, 18 May 2021  

    Topic:Machine Learning for Image Analysis  

    Session Name:Machine Learning for Image Analysis  

    Program Number:0390  

    Room Session:Concurrent 1  

    Institution:Massachusetts General Hospital  Siemens Medical Solutions  Stanford University  Tsinghua University  Mahidol University  

    Head Motion Tracking in MRI Using Novel Tiny Wireless Tracking Markers and Projection Signals

    Author:Liyuan Liang  Chim-Lee Cheung  Ge Fang  Justin Di-Lang Ho  Chun-Jung Juan  Hsiao-Wen Chung  Ka-Wai Kwok  Hing-Chiu Chang  

    Session Type:Digital Poster  

    Session Date:Monday, 17 May 2021  

    Topic:Motion Correction Strategies  

    Session Name:Motion: Brain & Body  

    Program Number:1377  

    Room Session:Concurrent 1  

    Institution:China Medical University Hsinchu Hospital  National Taiwan University  The University of Hong Kong  School of Medicine, College of Medicine, China Medical University  China Medical University Hospital  

    Hemodynamic simulations reveal changes in ascending venules leads to enhanced venous CBV response to arterial dilation.

    Author:Grant Hartung  Joerg Pfannmoeller  Avery Berman  Jonathan Polimeni  

    Session Type:Digital Poster  

    Session Date:Wednesday, 19 May 2021  

    Topic:Signal Modelling for Quantitative MRI  

    Session Name:Modelling Signals Throughout the Body  

    Program Number:2866  

    Room Session:Concurrent 1  

    Institution:Athinoula A. Martinos Center for Biomedical Imaging  

    Hepatic Inflammation & Fibrosis

    Author:Frank Miller  

    Session Type:Weekend Course  

    Session Date:Sunday, 16 May 2021  

    Topic:Imaging Degradation & Inflammation  

    Session Name:Imaging Degradation & Inflammation  

    Program Number:

    Room Session:Concurrent 1  

    Institution:Northwestern University  

      Hepatic iron quantification using a Free-breathing 3D Radial Dixon technique and validation with a 2D GRE biopsy calibration

      Author:Shawyon Rohani  Cara Morin  Xiaodong Zhong  Stephan Kannengiesser  Joseph Holtrop  Ayaz Khan  Ralf Loeffler  Claudia Hillenbrand  Jane Hankins  Aaryani Sajja  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Quantitative Relaxation Parameter Mapping in the Body  

      Session Name:Relaxometry in the Body: Thorax & Abdomen  

      Program Number:3297  

      Room Session:Concurrent 1  

      Institution:Siemens Healthcare  Siemens Medical Solutions USA, Inc.  St. Jude Children's Research Hospital  The University of Memphis  University of New South Wales  

      High Accuracy Numerical Methods for Solving Magnetic Resonance Imaging Equations and Optimizing RF Pulse Sequences

      Author:Cem Gultekin  Jakob Assländer  Carlos Fernandez-Granda  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Advances in MR Fingerprinting  

      Session Name:MR Fingerprinting: Sequences, Reconstruction & Applications in the Brain  

      Program Number:1546  

      Room Session:Concurrent 1  

      Institution:Courant Institute of Mathematical Science  Courant Institute of Mathematical Science and Center for Data Science New York University  New York University Grossman School of Medicine  

      High Efficient Reconstruction Method for IVIM Imaging Based on Deep Neural Network and Synthetic Training Data and its Application in IVIM-DKI

      Author:Lu Wang  Zhen Xing  Jian Wu  Qinqin Yang  Congbo Cai  Shuhui Cai  Zhong Chen  Dairong Cao  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Optimized Signal Representation for Acquisition & Reconstruction  

      Session Name:Signal Representations in Acquisition & Reconstruction  

      Program Number:2617  

      Room Session:Concurrent 1  

      Institution:Xiamen University  First Affiliated Hospital of Fujian Medical University  

      High Resolution EPI with Multi-spoke Parallel Transmission and Virtual Coil Reconstruction

      Author:Zhipeng Cao  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Novel Acquisitions  

      Session Name:Data Acquisition Sampling Trajectories  

      Program Number:0887  

      Room Session:Concurrent 1  

      Institution:Vanderbilt University  

      High resolution in-vivo relaxation time mapping at 50 mT.

      Author:Thomas O'Reilly  Andrew Webb  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Quantitative Relaxation Parameter Mapping in the Brain  

      Session Name:Relaxometry in the Brain: Accuracy, Robustness & Analysis  

      Program Number:3084  

      Room Session:Concurrent 1  

      Institution:Leiden University Medical Center  

      High resolution PET image denoising using anatomical priors by K-nearest neighborhood method in the feature space

      Author:Mehdi Khalighi  Timothy Deller  Kevin Chen  Tyler Toueg  Dawn Holley  Kim Halbert  Floris Jansen  Elizabeth Mormino  Michael Zeineh  Farshad Moradi  Greg Zaharchuk  Andrei Iagaru  

      Session Type:Digital Poster  

      Session Date:Tuesday, 18 May 2021  

      Topic:Machine Learning for Quantitative Imaging  

      Session Name:Modelling, Reconstruction & Processing in Low-Field MRI & PET-MRI  

      Program Number:2184  

      Room Session:Concurrent 1  

      Institution:GE Healthcare  Stanford University  

      High Resolution PET/MR Imaging Using Anatomical Priors & Motion Correction

      Author:Mehdi Khalighi  Timothy Deller  Floris Jansen  Mackenzie Carlson  Tyler Toueg  Steven Lai  Dawn Holley  Kim Halbert  Elizabeth Mormino  Jong Yoon  Greg Zaharchuk  Michael Zeineh  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Motion Correction Strategies  

      Session Name:Motion: Brain & Body  

      Program Number:1386  

      Room Session:Concurrent 1  

      Institution:GE Healthcare  Stanford University  

      High spatial and temporal resolution rapid 3D IR-radFLASH pulse sequence for T1 mapping in the brain

      Author:Zhitao Li  Zhiyang Fu  Maria Altbach  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Quantitative Relaxation Parameter Mapping in the Brain  

      Session Name:Relaxometry in the Brain: Accuracy, Robustness & Analysis  

      Program Number:3075  

      Room Session:Concurrent 1  

      Institution:Stanford University  The University of Arizona  

      Higher Resolution with Improved Image Quality without Increased Scan Time: Is it possible with MRI Deep Learning Reconstruction?

      Author:Hung Do  Carly Lockard  Dawn Berkeley  Brian Tymkiw  Nathan Dulude  Scott Tashman  Garry Gold  Erin Kelly  Charles Ho  

      Session Type:Digital Poster  

      Session Date:Tuesday, 18 May 2021  

      Topic:Machine Learning for Data Acquisition & Image Reconstruction  

      Session Name:Machine Learning: Removing Artifacts & Improving Resolution  

      Program Number:1776  

      Room Session:Concurrent 1  

      Institution:Canon Medical Systems USA, Inc.  Stanford University  Steadman Philippon Research Institute  The Steadman Clinic  

      Highly accelerated fMRI of awake behaving non-human primates via model-based dynamic off-resonance correction

      Author:Mo Shahdloo  Daniel Papp  Urs Schüffelgen  Karla Miller  Matthew Rushworth  Mark Chiew  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Optimized Signal Representation for Acquisition & Reconstruction  

      Session Name:Signal Representations for Quantitative Applications  

      Program Number:2596  

      Room Session:Concurrent 1  

      Institution:Wellcome Centre for Integrative Neuroimaging, Department of Experimental Psychology, University of Oxford  Wellcome Centre for Integrative Neuroimaging, FMRIB, Nuffield Department of Clinical Neurosciences, University of Oxford  

      Highly undersampled GROG-BPE radial data reconstruction using Compressed Sensing

      Author:Yumna Bilal  Ibtisam Aslam  Muhammad Siddiqui  Hammad Omer  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Constrained & Model-Based Reconstructions  

      Session Name:Parallel Imaging Reconstruction  

      Program Number:1171  

      Room Session:Concurrent 1  

      Institution:COMSATS University Islamabad  University of Geneva  University of Gujrat  

      High-resolution myelin-water fraction (MWF) and T1/T2/proton-density mapping using 3D ViSTa-MR fingerprinting with subspace reconstruction

      Author:Congyu Liao  Xiaozhi Cao  Ting Gong  Zhe Wu  Zihan Zhou  Hongjian He  Jianhui Zhong  Kawin Setsompop  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Advances in MR Fingerprinting  

      Session Name:MR Fingerprinting: Sequences, Reconstruction & Applications in the Brain  

      Program Number:1545  

      Room Session:Concurrent 1  

      Institution:Stanford University  University Health Network  Zhejiang University  University of Rochester  

      High-resolution T2 maps of the whole brain at 7 Tesla: a proof of concept study using adiabatic T2-prepared FLASH and compressed sensing

      Author:Gabriele Bonanno  Patrick Leibig  Tobias Kober  Tom Hilbert  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Quantitative Relaxation Parameter Mapping in the Brain  

      Session Name:Relaxometry in the Brain: High Field & Multiparameter Mapping  

      Program Number:3047  

      Room Session:Concurrent 1  

      Institution:Advanced Clinical Imaging Technology, Siemens Healthcare AG  Siemens Healthcare GmbH  Department of Radiology, University Hospital (CHUV) and University of Lausanne (UNIL)  Translational Imaging Center, sitem-insel AG  Departments of Radiology and Biomedical Research, University of Bern  LTS5, École Polytechnique Fédérale de Lausanne  

      High-resolution, low-SAR 3D T2 relaxometry with COMBINE

      Author:Peter Lally  Matthew Grech-Sollars  Joely Smith  Ben Statton  Paul Matthews  Karla Miller  Neal Bangerter  

      Session Type:Digital Poster  

      Session Date:Thursday, 20 May 2021  

      Topic:Optimized Sampling & Sequence Design  

      Session Name:Pulse Sequence II  

      Program Number:4165  

      Room Session:Concurrent 1  

      Institution:Imperial College Healthcare NHS Trust  Imperial College London  MRC London Institute of Medical Sciences  University of Oxford  UK Dementia Research Institute Centre at Imperial College  

      Human cerebral cortex parcellation using time-fractional order magnetic resonance fingerprinting (MRF)

      Author:Shahrzad Moinian  David Reutens  Viktor Vegh  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Advances in MR Fingerprinting  

      Session Name:MR Fingerprinting: Sequences, Reconstruction & Applications in the Brain  

      Program Number:1538  

      Room Session:Concurrent 1  

      Institution:The University of Queensland  

      Hybrid bias correction of thoracic zero echo time (ZTE) images

      Author:Chang Sun  Roido Manavaki  Jason Tarkin  Christopher Wall  James Rudd  Fiona Gilbert  Martin Graves  

      Session Type:Digital Poster  

      Session Date:Wednesday, 19 May 2021  

      Topic:Optimized Signal Representation for Acquisition & Reconstruction  

      Session Name:Signal Representations in Acquisition & Reconstruction  

      Program Number:2631  

      Room Session:Concurrent 1  

      Institution:University of Cambridge  

      Hybrid K-space EPI (HyKE) Reconstruction for Accelerated Imaging

      Author:Tyler Cork  Matthew Middione  Michael Loecher  Kévin Moulin  John Pauly  Daniel Ennis  

      Session Type:Digital Poster  

      Session Date:Monday, 17 May 2021  

      Topic:Constrained & Model-Based Reconstructions  

      Session Name:Parallel Imaging Reconstruction  

      Program Number:1170  

      Room Session:Concurrent 1  

      Institution:Stanford University  Veterans Affairs Health Care System  

      Identifying microstructural changes in diffusion MRI models; How to break parameter degeneracies

      Author:Hossein Rafipoor  Saad Jbabdi  Ludovica Griffanti  Michiel Cottaar  

      Session Type:Oral  

      Session Date:Wednesday, 19 May 2021  

      Topic:Signal Modelling for Quantitative MRI  

      Session Name:Signal Modelling for Quantitative MRI  

      Program Number:0494  

      Room Session:Concurrent 1  

      Institution:University of Oxford  

      Identifying the source of spurious echoes in single voxel 1H MR Spectroscopy

      Author:Zahra Shams  Dennis Klomp  Vincent Boer  Jannie Wijnen  Evita Wiegers  

      Session Type:Oral  

      Session Date:Thursday, 20 May 2021  

      Topic:Artifacts & Corrections  

      Session Name:Artifacts & Corrections  

      Program Number:0673  

      Room Session:Concurrent 1  

      Institution:Copenhagen University Hospital Hvidovre  University Medical Center Utrecht  

      Idiopathic Lung Disease & Cystic Fibrosis

      Author:Sean Fain  

      Session Type:Weekend Course  

      Session Date:Sunday, 16 May 2021  

      Topic:Imaging Degradation & Inflammation  

      Session Name:Imaging Degradation & Inflammation  

      Program Number:

      Room Session:Concurrent 1  

      Institution:University of Wisconsin-Madison  

        Image blending method to produce consistent SNR in images denoised using a convolutional neural network

        Author:Anuj Sharma  Andrew Wheaton  

        Session Type:Digital Poster  

        Session Date:Thursday, 20 May 2021  

        Topic:Artifacts & Corrections  

        Session Name:Artifacts & Corrections Related to the System & Sample  

        Program Number:3543  

        Room Session:Concurrent 1  

        Institution:Canon Medical Research USA, Inc.  

        Image domain Deep-SLR for Joint Reconstruction-Segmentation of Parallel MRI

        Author:Aniket Pramanik  Mathews Jacob  

        Session Type:Oral  

        Session Date:Tuesday, 18 May 2021  

        Topic:Machine Learning for Image Analysis  

        Session Name:Machine Learning for Image Analysis  

        Program Number:0393  

        Room Session:Concurrent 1  

        Institution:The University of Iowa  

        Image Registration of Perfusion MRI Using Deep Learning Networks

        Author:Zongpai Zhang  Huiyuan Yang  Yanchen Guo  Lijun Yin  David C. Alsop  Weiying Dai  

        Session Type:Oral  

        Session Date:Tuesday, 18 May 2021  

        Topic:Machine Learning for Image Analysis  

        Session Name:Machine Learning for Image Analysis  

        Program Number:0396  

        Room Session:Concurrent 1  

        Institution:Beth Israel Deaconess Medical Center & Harvard Medical School  State University of New York at Binghamton  

        Impact of ASL modelling strategies on cerebral blood flow and reactivity assessment

        Author:Joana Pinto  Nicholas Blockley  James Harkin  Daniel Bulte  

        Session Type:Digital Poster  

        Session Date:Wednesday, 19 May 2021  

        Topic:Signal Modelling for Quantitative MRI  

        Session Name:Modelling Signals Throughout the Body  

        Program Number:2864  

        Room Session:Concurrent 1  

        Institution:University of Nottingham  University of Oxford