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Damage of Different CNS Compartments Contributes to Explain Multiple Sclerosis Disability Milestones: A Multicenter Study

Author:Paola Valsasina  Milagros Hidalgo de la Cruz  Alessandro Meani  Claudio Gobbi  Antonio Gallo  Chiara Zecca  Alvino Bisecco  Maria A. Rocca  Massimo Filippi  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Multiple Sclerosis  

Session Name:Multiple Sclerosis  

Program Number:0489  

Room Session:Concurrent 6  

Institution:IRCCS San Raffaele Scientific Institute  Neurocenter of Southern Switzerland, Civic Hospital  University of Campania “Luigi Vanvitelli”  Università della Svizzera Italiana  Vita-Salute San Raffaele University  

DCE-MRI for the Assessment of Outcome of CyberKnife Stereotactic Radiosurgery for Patients with Spinal Metastases

Author:Yongye Chen  Enlong Zhang  Qizheng Wang  Huishu Yuan  Hongqing Zhuang  Ning Lang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Muscle MRI  

Session Name:Spine  

Program Number:3197  

Room Session:Concurrent 4  

Institution:Peking University International Hospital  Peking University Third Hospital  

Decline of both iron concentration and iron content within the thalamus of patients with multiple sclerosis over two years

Author:Fahad Salman  Niels Bergsland  Michael Dwyer  Bianca Weinstock-Guttman  Robert Zivadinov  Ferdinand Schweser  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Multiple Sclerosis  

Session Name:MS: White Matter & Other Structures  

Program Number:2805  

Room Session:Concurrent 6  

Institution:University at Buffalo, The State University of New York  Fondazione Don Carlo Gnocchi ONLUS  

Decreased collagen content in tendons of patients with osteoporosis and osteopenia detected with ultrashort echo time cones MRI

Author:Saeed Jerban  Yajun Ma  Amir Afsahi  Douglas Chang  Zhao Wei  Meghan Shen  Mei Wu  Alecio Lombardi  Nicole Le  Jiang Du  Eric Chang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Bone, Cartilage & Joint MRI  

Session Name:Cartilage I  

Program Number:2952  

Room Session:Concurrent 4  

Institution:University of California, San Digeo  VA San Diego Healthcare System  

Decreased muscular perfusion in dermatomyositis: initial results detected by Inflow-based vascular-space-occupancy MR imaging

Author:Yuankui Wu  Xiaomin Liu  Jun Hua  Xiaodan Li  Haimei Cao  Yingjie Mei  Yikai Xu  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Muscle MRI  

Session Name:Muscle MRI  

Program Number:0583  

Room Session:Concurrent 4  

Institution:Department of Medical Imaging, Nanfang Hospital, Southern Medical University  Neurosection, Division of MRI Research, Department of Radiology, Johns Hopkins University School of Medicine  Philips Healthcare  F.M. Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Department of Radiology, Johns Hopkins University School of Medicine  

Deep Artifact Suppression For Real Time Phase Contrast Cardiac Magnetic Resonance imaging.

Author:Olivier Jaubert  Grzegorz Kowalik  Javier Montalt-Tordera  Simon Arridge  Jennifer Steeden  Vivek Muthurangu  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Real-Time Cardiac MRI  

Session Name:Towards Real-Time Cardiac MRI  

Program Number:2885  

Room Session:Concurrent 2  

Institution:UCL  

Deep Cartilage UTE-T2* Shows Compositional Heterogeneity in Patients with Degenerative Meniscus Tears

Author:Ashley Williams  Karyn Chappell  Constance Chu  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Bone, Cartilage & Joint MRI  

Session Name:Cartilage I  

Program Number:2956  

Room Session:Concurrent 4  

Institution:Stanford University  Veterans Affairs Palo Alto Health Care System  

Deep Generalization of Signal Compensation for Fast Parameter Mapping in k-Space

Author:Zhuo-Xu Cui  Yuanyuan Liu  Qingyong Zhu  Jing Cheng  Dong Liang  

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:2612  

Room Session:Concurrent 1  

Institution:Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Research center for Medical AI, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  

Deep generative manifold model: a novel approach for free breathing dynamic MRI

Author:Qing Zou  Abdul Ahmed  Prashant Nagpal  Rolf Schulte  Mathews Jacob  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Real-Time Cardiac MRI  

Session Name:Towards Real-Time Cardiac MRI  

Program Number:2872  

Room Session:Concurrent 2  

Institution:GE Global Research  University of Iowa  

Deep Image Synthesis for Extraction of Vascular and Gray Matter Metrics

Author:Farnaz Orooji  Xinyang Wang  Mohammed Ayoub Alaoui Mhamdi  Russell Butler  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:New Frontiers of AI in Neuroimaging  

Program Number:3253  

Room Session:Concurrent 6  

Institution:Bishop's University  

Deep Learner estimated isotropic volume fraction enables reliable single-shell NODDI reconstruction

Author:Abrar Faiyaz  Marvin Doyley  Giovanni Schifitto  Jianhui Zhong  Md Nasir Uddin  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Microstructure: Modelling Gray & White Matter Diffusion  

Session Name:Multicomponent Models of Diffusion, Perfusion & Relaxation  

Program Number:3427  

Room Session:Concurrent 4  

Institution:University of Rochester  

Deep Learning 3D Convolutional Neural Network for Noninvasive Evaluation of Pathologic Grade of HCC Using Contrast-enhanced MRI

Author:Ying Zhao  Han Wen  Ailian Liu  Yu Yao  Tao Lin  Qingwei Song  Xin Li  Yan Guo  Tingfan Wu  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:(Artificial) Intelligence in the Body  

Session Name:Even More (Artificial) Intelligence in the Body  

Program Number:2990  

Room Session:Concurrent 5  

Institution:Chengdu Institute of CoChinese Academy of Sciences  GE healthcare (China)  The First Affiliated Hospital of Dalian Medical University  University of Chinese Academy of Sciences  

Deep Learning Algorithms May Aid In The Evaluation Of Cine Images In Patients With Atrial Arrhythmia – A Case Series

Author:Ria Garg  Elizabeth Hillier  Andrew Coristine  Matthias Friedrich  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Real-Time Cardiac MRI  

Session Name:Towards Real-Time Cardiac MRI  

Program Number:2875  

Room Session:Concurrent 2  

Institution:McGill University Health Center  RI-McGill University Health Center  MR applications and workflow, GE Healthcare  University of Alberta, Edmonton  

Deep Learning Approach for Lumbosacral Plexus Segmentation from Magnetic Resonance Neurography: Initial Study

Author:Jian Wang  Guohui Ruan  Yingjie Mei  Yanjun Chen  Jialing Chen  Yanqiu Feng  Xiaodong Zhang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:New Frontiers of AI in Neuroimaging  

Program Number:3249  

Room Session:Concurrent 6  

Institution:Philips Healthcare  Southern Medical University  The Third Affiliated Hospital of Southern Medical University  

A deep learning approach to estimate voxelwise cardiac-related brain pulsatility from BOLD MRI

Author:Nicholas Luciw  William Cameron  Andrew Robertson  Sarah Atwi  Bradley Macintosh  

Session Type:Combined Educational & Scientific Session  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:0659  

Room Session:Concurrent 6  

Institution:Sunnybrook Research Institute  University of Toronto  University of Waterloo  

Deep Learning based Automatic Multi-Regional Segmentation of the Aorta form 4D Flow MRI

Author:Haben Berhane  Michael Scott  Justin Baraboo  Cynthia Rigsby  Joshua Robinson  Bradley Allen  Chris Malaisrie  Patrick McCarthy  Ryan Avery  Michael Markl  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2647  

Room Session:Concurrent 2  

Institution:Lurie Childrens Hospital of Chicago  Northwestern Radiology  Northwestern University  

Deep Learning Based ESPIRiT Reconstruction for Highly Accelerated 2D Phase Contrast MRI

Author:Julio Oscanoa  Matthew Middione  Christopher Sandino  Shreyas Vasanawala  Daniel Ennis  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2645  

Room Session:Concurrent 2  

Institution:Stanford University  

Deep learning based high resolution IVIM parameter mappingin lacunar infarction patients

Author:Hui Zhang  Junqi Xu  Xutong Kuang  Shuai Xu  Xuchen Yu  Weibo Chen  Chengyan Wang  He Wang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:New Frontiers of AI in Neuroimaging  

Program Number:3255  

Room Session:Concurrent 6  

Institution:Fudan University  Philips Healthcare  

Deep learning based kidney segmentation for high temporal resolution tracking renal size changes during sequential gas challenges

Author:Kaixuan Zhao  Joao dos Santos Periquito  Thomas Gladytz  Kathleen Cantow  Luis Hummel  Jason Millward  Sonia Waiczies  Erdmann Seeliger  Yanqiu Feng  Thoralf Niendorf  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:(Artificial) Intelligence in the Body  

Session Name:Even More (Artificial) Intelligence in the Body  

Program Number:2995  

Room Session:Concurrent 5  

Institution:Berlin Ultrahigh Field Facility (B.U.F.F.), Max Delbruck Center for Molecular Medicine in the Helmholtz Association  Charité - Universitätsmedizin Berlin  Southern Medical University  Experimental and Clinical Research Center, a joint cooperation between the Charité Medical Faculty and the Max Delbrück Center for Molecular Medicine in the Helmholtz Association  

Deep learning based prediction of H3K27M mutation in midline gliomas on multimodal MRI

Author:Priyanka Tupe Waghmare  Piyush Malpure  Manali Jadhav  Abhilasha Indoria  Richa Singh Chauhan  Subhas Konar  Vani Santosh  Jitender Saini  Madhura Ingalhalikar  

Session Type:Combined Educational & Scientific Session  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:0664  

Room Session:Concurrent 6  

Institution:National Institute of Mental Health & Neurosciences  National Institute of Mental Health and Neurosciences  Symbiosis Center for Medical Image Analysis  Symbiosis Center for Medical Image Analysis and Symbiosis Institute of Technology  Symbiosis Institute of Technology  

Deep learning based radial de-streaking for free breathing time resolved volumetric DCE MRI

Author:Sagar Mandava  Xinzeng Wang  Ty Cashen  Tetsuya Wakayama  Ersin Bayram  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:(Artificial) Intelligence in the Body  

Session Name:(Artificial) Intelligence in the Body  

Program Number:0529  

Room Session:Concurrent 5  

Institution:GE Healthcare  

Deep Learning for MR Vessel Wall Imaging: Automated Detection of arterial vessel wall and plaque

Author:Wenjing Xu  Xiong Yang  Yikang Li  Jin Fang  Guihua Jiang  Shuheng Zhang  Yanqun Teng  Xiaomin Ren  Lele Zhao  Jiayu Zhu  Qiang He  Hairong Zheng  Xin Liu  Na Zhang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2642  

Room Session:Concurrent 2  

Institution:CAS key laboratory of health informatics, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Department of Radiology, Guangdong Second Provincial General Hospital  Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Shanghai United Imaging Healthcare Co., Ltd.  Faculty of Information Technology, Beijing University of Technology  Key Laboratory for Magnetic Resonance and Multimodality Imaging of Guangdong Province, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  

Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Artificial Functional MRI Data

Author:Nanyan Zhu  Chen Liu  Sabrina Gjerswold-Selleck  Xinyang Feng  Dipika Sikka  Scott Small  Jia Guo  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3487  

Room Session:Concurrent 6  

Institution:Columbia University  

Deep learning improves retrospective free-breathing 4D-ZTE thoracic imaging: Initial experience

Author:Dorottya Papp  Jose Castillo T.  Piotr Wielopolski  Pierluigi Ciet  Gyula Kotek  Jifke Veenland  Juan Hernandez-Tamames  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Lung  

Session Name:Lung: Methods  

Program Number:3225  

Room Session:Concurrent 5  

Institution:Erasmus Medical Center  

Deep learning prediction of retrieved stroke thrombus RBC content using quantitative, multiparametric MRI

Author:Spencer Christiansen  Junmin Liu  Maria Bres Bullrich  Manas Sharma  Sachin Pandey  Mel Boulton  Luciano Sposato  Maria Drangova  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES II  

Program Number:3506  

Room Session:Concurrent 6  

Institution:London Health Sciences Centre  Robarts Research Institute  Western University  

Deep Learning Reconstruction for DWI with b Values < 5000s/mm2: Improvement of Image Quality and Diagnostic Performance for Prostatic Cancer

Author:Takahiro Ueda  Yoshiharu Ohno  Kaori Yamamoto  Kazuhiro Murayama  Masato Ikedo  Masao Yui  Akiyoshi Iwase  Takashi Fukuba  Satomu Hanamatsu  Yuki Obama  Hirotaka Ikeda  Hiroshi Toyama  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:(Artificial) Intelligence in the Body  

Session Name:Even More (Artificial) Intelligence in the Body  

Program Number:2999  

Room Session:Concurrent 5  

Institution:Canon Medical Systems Corporation  Fujita Health University Hospital  Fujita Health University School of Medicine  

Deep Learning Segmentation of Lenticulostriate Arteries Using 3T and 7T 3D Black-Blood MRI

Author:Samantha Ma  Mona Sharifi Sarabi  Kai Wang  Wenli Tan  Huiting Wu  Lei Hao  Yulan Dong  Hong Zhou  Lirong Yan  Yonggang Shi  Danny Wang  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Program Number:0603  

Room Session:Concurrent 6  

Institution:Siemens Medical Solutions USA, Inc.  The First Affiliated Hospital of University of South China  University of Southern California  

Deep learning super-resolution for sub-50-micron MRI of genetically engineered mouse embryos

Author:Zihao Chen  Yuhua Chen  Ankur Saini  William Devine  Yibin Xie  Cecilia Lo  Debiao Li  Yijen Wu  Anthony Christodoulou  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Program Number:0601  

Room Session:Concurrent 6  

Institution:Cedars-Sinai Medical Center  University of Pittsburgh  UCLA  

Deep Learning-based Adaptive Image Combination for Signal-Dropout Suppression in Liver DWI

Author:Fasil Gadjimuradov  Thomas Benkert  Marcel Nickel  Andreas Maier  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:(Artificial) Intelligence in the Body  

Session Name:(Artificial) Intelligence in the Body  

Program Number:0534  

Room Session:Concurrent 5  

Institution:Friedrich-Alexander-Universität Erlangen-Nürnberg  Siemens Healthcare GmbH  

Deep Learning-based Automatic Detection and Segmentation of Brain Metastases Using Multi-Task Learning with 3D Black-Blood and GRE Imaging

Author:Yohan Jun*  Yae Won Park*  Yangho Lee  Kyunghwa Han  Chansik An  Seung-Koo Lee  Sung Soo Ahn**  Dosik Hwang**  

Session Type:Combined Educational & Scientific Session  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging  

Program Number:0662  

Room Session:Concurrent 6  

Institution:National Health Insurance Service Ilsan Hospital  Yonsei University  Yonsei University College of Medicine  

Deep learning-based Cerebral Microbleeds detection on quantitative susceptibility mapping(QSM) for Stroke Cohort

Author:Peng Xia  Zuojun Wang  Han Yu  Fan Huang  Henry MAK  Edward Hui  Peng Cao  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Emerging Applications of AI in Neuroimaging  

Session Name:Emerging Applications of AI in Neuroimaging for CES I  

Program Number:3491  

Room Session:Concurrent 6  

Institution:The Hong Kong Polytechnic University  The University of Hong Kong  

Deep learning-based detection of liver disease using MRI

Author:Mark Pinnock  Yipeng Hu  Alan Bainbridge  David Atkinson  Rajeshwar Mookerjee  Stuart Taylor  Dean Barratt  Manil Chouhan  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:(Artificial) Intelligence in the Body  

Session Name:Even More (Artificial) Intelligence in the Body  

Program Number:2988  

Room Session:Concurrent 5  

Institution:University College London  University College London Hospitals NHS Foundation Trust  

Deep Learning-Based ESPIRiT Reconstruction for Accelerated 2D Phase Contrast MRI: Analysis of the Impactof Reconstruction Induced Phase Errors

Author:Matthew Middione  Julio Oscanoa  Michael Loecher  Christopher Sandino  Shreyas Vasanawala  Daniel Ennis  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging II  

Program Number:2658  

Room Session:Concurrent 2  

Institution:Stanford University  

Deep Learning-based high-resolution pseudo-CT to detect cranial bone abnormalities for pediatric patients using MRI

Author:Parna Eshraghi Boroojeni  Yasheng Chen  Paul Commean  Cihat Eldeniz  Udayabhanu Jammalamadaka  Gary Skolnick  Kamlesh Patel  Hongyu An  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Program Number:0607  

Room Session:Concurrent 6  

Institution:Washington University in St. Louis  

Deep learning-based reconstruction for 3D coronary MR angiography with a 3D variational neural network (3D-VNN)

Author:Ioannis Valasakis  Haikun Qi  Kerstin Hammernik  Gastao Cruz  Daniel Rueckert  Claudia Prieto  Rene Botnar  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging II  

Program Number:2660  

Room Session:Concurrent 2  

Institution:Imperial College London  King's College London  Technical University of Munich  

Deep Linear Modeling of Hierarchical Functional Connectivity in the Human Brain

Author:Wei Zhang  Eva Palacios  Pratik Mukherjee  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Functional Connectivity Across Species  

Session Name:Functional Connectivity Methods  

Program Number:3134  

Room Session:Concurrent 3  

Institution:UCSF  

Deep Multiple Sclerosis Lesion Segmentation with Anatomical Convolution and Lesion-wise Loss

Author:Hang Zhang  Jinwei Zhang  Pascal Spincemaille  Thanh Nguyen  Yi Wang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Multiple Sclerosis  

Session Name:MS: Myelin & Lesion Characterization  

Program Number:2811  

Room Session:Concurrent 6  

Institution:Cornell University  

Deep phenotyping of individuals with arrhythmogenic cardiomyopathy-associated genetic variants using myocardial T1 and T2 mapping

Author:Eric Carruth  Samuel Fielden  Amro Alsaid  Brandon Fornwalt  Christopher Haggerty  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2639  

Room Session:Concurrent 2  

Institution:Geisinger  

Deep, intermediate and superficial layers of patella cartilage assessment using T2 mapping in patients with chondromalacia.

Author:Elena Voronkova  Petr Menshchikov  Ilya Melnikov  Andrei Manzhurtsev  Maxim Ublinskii  Denis Vorobyev  Dmitriy Kupriyanov  Tolib Akhadov  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Bone, Cartilage & Joint MRI  

Session Name:Cartilage I  

Program Number:2965  

Room Session:Concurrent 4  

Institution:Clinical and Research Institute of Emergency Pediatric Surgery and Trauma  Philips Healthcare  Emanuel Institute of Biochemical Physics of RAS  National Research Nuclear University MEPhI  

Deep-learning based super-resolution reconstruction for 3D isotropic coronary MR angiography in a one-minute scan

Author:Thomas Küstner  Alina Psenicny  Camila Munoz  Niccolo Fuin  Aurelien Bustin  Haikun Qi  Radhouene Neji  Karl Kunze  Reza Hajhosseiny  Claudia Prieto  René Botnar  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging  

Program Number:0450  

Room Session:Concurrent 2  

Institution:IXICO  King's College London  Université de Bordeaux, INSERM, Centre de recherche Cardio-Thoracuique de Bordeaux  Siemens Healthcare Limited  University Hospital of Tübingen  

Deep-learning cardiac MRI for quantitative assessment of ventricular volumes

Author:Yifan Qi  Fusheng Wang  J. Jane Cao  Yulee Li  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Real-Time Cardiac MRI  

Session Name:Towards Real-Time Cardiac MRI  

Program Number:2871  

Room Session:Concurrent 2  

Institution:St. Francis Hospital, DeMatteis Center for Cardiac Research and Education  Stony Brook University  

Deep-Learning epicardial fat quantification using 4-chambers Cardiac MRI segmentation, comparison with total epicardial fat volume

Author:Pierre Daudé  Patricia Ancel  Sylviane Confort-Gouny  Anne Dutour  Bénédicte Gaborit  Stanislas Rapacchi  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Machine Learning Applications in CV Imaging  

Session Name:Machine Learning Applications in CV Imaging I  

Program Number:2648  

Room Session:Concurrent 2  

Institution:Aix-Marseille Univ, CNRS, CRMBM  APHM, Hôpital Universitaire Timone, Service d’Endocrinologie  

Deep-learning-based noise reduction incorporating inhomogeneous spatial distribution of noise in parallel MRI imaging

Author:Atsuro Suzuki  Chizue Ishihara  Yukio Kaneko  Tomoki Amemiya  Yoshitaka Bito  Toru Shirai  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:New Frontiers of AI in Neuroimaging  

Program Number:3264  

Room Session:Concurrent 6  

Institution:Hitachi, Ltd.  

Defacing and Refacing Brain MRI Using a Cycle Generative Adversarial Network

Author:Zuojun Wang  Peng Xia  Wenming Cao  Kui Kai, Gary Lau  Henry Ka Fung Mak  Peng Cao  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:New Frontiers of AI in Neuroimaging  

Program Number:3252  

Room Session:Concurrent 6  

Institution:Department of Diagnostic Radiology, HKU  

Delineating parkinsonian disorders using T1-weighted MRI based radiomics

Author:Priyanka Tupe Waghmare  Archith Rajan  Shweta Prasad  Jitender Saini  Pramod Kumar Pal  Madhura Ingalhalikar  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Artificial Intelligence (Machine Learning & Deep Learning) Applications to Neuroradiology  

Session Name:Explorations of AI in Neuroimaging  

Program Number:3268  

Room Session:Concurrent 6  

Institution:National Institute of Mental Health & Neurosciences  Symbiosis Center for Medical Image Analysis and Symbiosis Institute of Technology  Symbiosis Centre for Medical Image Analysis  Symbiosis Institute of Technology  

Denoise functional magnetic resonance imaging with variance-stabilizing transformation and optimal singular value shrinkage (VST-SVS)

Author:Wei Zhu  Xiaodong Ma  Xiao-Hong Zhu  Kamil Ugurbil  Wei Chen  Xiaoping Wu  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:fMRI of Animal Models  

Session Name:fMRI Using Animal Models: Methods  

Program Number:2914  

Room Session:Concurrent 3  

Institution:University of Minnesota  

Denoising dynamic CrCEST in skeletal muscle following exercise using low rank tensor approximations

Author:Neil Wilson  Mark Elliott  Dushyant Kumar  Ravinder Reddy  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Muscle MRI  

Session Name:Muscle MRI  

Program Number:3178  

Room Session:Concurrent 4  

Institution:Siemens Medical Solutions USA Inc  University of Pennsylvania  

Denoising Induced Iterative Reconstruction for Fast $$$T_{1\rho}$$$ Parameter Mapping

Author:Qingyong Zhu  Yuanyuan Liu  Zhuo-Xu Cui  Ziwen Ke  Dong Liang  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Signal Modelling for Quantitative MRI  

Session Name:Modelling: Diffusion, Kinetics & More  

Program Number:2838  

Room Session:Concurrent 1  

Institution:Paul C. Lauterbur Research Center for Biomedical Imaging, SIAT, Chinese Academy of Sciences  Research Center for Medical AI, SIAT, Chinese Academy of Sciences  

Denoising of Hyperpolarized 13C MR Images of the Human Brain Using Patch-based Higher-order Singular Value Decomposition

Author:Yaewon Kim  Hsin-Yu Chen  Adam Autry  Javier Villanueva-Meyer  Susan Chang  Yan Li  Peder Larson  Jeffrey Brender  Murali Krishna  Duan Xu  Daniel Vigneron  Jeremy Gordon  

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:0439  

Room Session:Concurrent 1  

Institution:Center for Cancer Research, National Cancer Institute, National Institutes of Health  University of California  

Dependence of CBV estimated from 7T Dynamic Susceptibility Contrast data on white matter tract and cortical gray matter orientation relative to B0

Author:Jonathan Polimeni  Olivia Viessmann  Qiyuan Tian  Michaël Bernier  Meher Juttukonda  Yi-Fen Yen  David Salat  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:High-Resolution fMRI  

Session Name:High-Resolution fMRI  

Program Number:3373  

Room Session:Concurrent 3  

Institution:Massachusetts General Hospital/Harvard Medical School  Massachusetts Institute of Technology  VA Boston Healthcare System