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Aberrant white matter networks in methamphetamine-dependent patients and its application in support vector machine-based classification

Author:Yadi Li  Ping Cheng  Pu-Yeh Wu  Wenwen Shen  Huifen Liu  Jianbing Zhang  Haibo Dong  Wenhua Zhou  

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:3513  

Room Session:Concurrent 6  

Institution:GE Healthcare,Beijing,China  Ningbo Addiction Research and Treatment Center, Ningbo, China  Ningbo Medical Treatment Center Lihuili Hospital, Ningbo University  

An Analysis of the Interpretability of Neural Networks trained on Magnetic Resonance Imaging for Stroke Outcome Prediction

Author:Esra Zihni  Bryony McGarry  John Kelleher  

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:3503  

Room Session:Concurrent 6  

Institution:Technological University Dublin  University of Bristol  

Automated assessment of paramagnetic rim lesions in multiple sclerosis patients with 3T and 7T MP2RAGE

Author:Francesco La Rosa  Germán Barquero  Omar Al-Louzi  Bénédicte Maréchal  Tobias Kober  Jean-Philippe Thiran  Pascal Sati  Daniel Reich  Pietro Maggi  Martina Absinta  Meritxell Bach Cuadra  Cristina Granziera  

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:3507  

Room Session:Concurrent 6  

Institution:École Polytechnique Fédérale de Lausanne  Lausanne University Hospital and University of Lausanne  National Institute of Neurological Disorders and Stroke, National Institutes of Health  Siemens Healthcare AG  University Hospital Basel and University of Basel  Cedars-Sinai Medical Center  Cliniques universitaires Saint-Luc, Université catholique de Louvain  Johns Hopkins University  University of Lausanne  

Automatic segmentation of fetal brain components from MRI using deep learning

Author:Ori Ben Zvi  Netanell Avisdris  Bossmat Yehuda  Daphna Link Sourani  Leo Joskowicz  Elka Miller  Liat Ben Sira  Dafna Ben Bashat  

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:3515  

Room Session:Concurrent 6  

Institution:Medical Imaging, Children’s Hospital of Eastern Ontario, University of Ottawa, Ottawa, Canada  Sagol Brain Institute, Tel Aviv Sourasky Medical Center  Israel  Sagol School of Neuroscience, Tel Aviv University  School of Computer Science and Engineering, The Hebrew University of Jerusalem, Jerusalem, Israel  Sackler Faculty of Medicine, Tel Aviv University  

Brain atrophy and machine learning algorithms on the prediction of dementia development

Author:Pedro Henrique Rodrigues da Silva  Kaio Felippe Secchinato  Julia Palaretti  Renata Ferranti Leoni  

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:3517  

Room Session:Concurrent 6  

Institution:USP  

Brain Gray Matter Nuclei Segmentation on Quantitative Susceptibility Mapping using Convolutional Neural Network

Author:Chao Chai  Pengchong Qiao  Bin Zhao  Huiying Wang  Guohua Liu  Hong Wu  E.Mark Haacke  Wen Shen  Xinchen Ye  Zhiyang Liu  Shuang Xia  

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:3520  

Room Session:Concurrent 6  

Institution:Dalian University of Technology  Nankai University  Tianjin First Central Hospital, School of Medicine, Nankai University  Tianjin First Central Hospital, Tianjin Medical Imaging Institute, School of Medicine, Nankai University  Wayne State University  

CE-Net: multi-inputs contrast enhancement network for nasopharyngeal carcinoma contrast enhanced T1-weighted MR synthesis

Author:Wen Li  Ge Ren  Tian Li  Haonan Xiao  Francis Kar-ho Lee  Kwok-hung Au  Jing Cai  

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:3502  

Room Session:Concurrent 6  

Institution:Queen Elizabeth Hospital  The Hong Kong Polytechnic University  

Clinical Application of Twelve-fold Accelerated Submillimeter Whole Brain 3D-T2 weighted Imaging with Deep Learning Reconstruction

Author:Yasutaka Fushimi  Satoshi Nakajima  Akihiko Sakata  Takuya Hinoda  Sonoko Oshima  Sayo Otani  Krishna Wicaksono  Hiroshi Tagawa  Yang Wang  Masahiro Nambu  Rimika Imai  Koji Fujimoto  Hitomi Numamoto  Kanae Miyake  Tsuneo Saga  Yuji Nakamoto  

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:3518  

Room Session:Concurrent 6  

Institution:Canon Medical Systems Corporation  Kyoto University Graduate School of Medicine  Kyoto University Hospital  

A comparison of three whole brain segmentation methods for in vivo manganese enhanced MRI in animal models of Alzheimer's disease

Author:Igor Varga  Hae Moon  Adam Conrad  Matthew Holbrook  Andrei Niculescu  Abinaya Lakshmanan  Robert Anderson  Christina Williams  Cristian Badea  Po-Wah So  Alexandra Badea  

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:3510  

Room Session:Concurrent 6  

Institution:Czech Technical University  Duke University  Duke University Medical Center  Georgia Institute of Technology  King's College London  Duke University Medical School  

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  

Machine Learning-based Analysis of Heterogeneous, Multi-center MR Datasets: Impact of Scan Variability

Author:Mariana Bento  Justin Park  Richard Frayne  

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:3514  

Room Session:Concurrent 6  

Institution:Hotchkiss Brain Institute, University of Calgary  University of Calgary  Calgary Image Processing and Analysis Centre, Foothills Medical Centre  

Machine Learning-based Features of DKI to Evaluate and Automate Alzheimer's Disease and amnestic mild cognitive impairmentDiagnoses

Author:Yu Zhang  Tongtong Li  Xiuwei Fu  Xianchang Zhang  Yuan Luo  Hongyan Ni  

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:3519  

Room Session:Concurrent 6  

Institution:Department of Radiology, China-Japan Friendship Hospital  Department of Radiology, Tianjin First Central Hospital  First Central Clinical College, Tianjin Medical University  MR Collaboration, Siemens Healthcare Ltd.  Tianjin Medical University General Hospital  

Multi-class Deep Learning Glioma Segmentation in Hospital Data with Missing Sequences

Author:Jiaming Wu  Hugh Pemberton  Ivar Kommers  Domenique Müller  Sjoerd Vos  Ferran Prados  Yipeng Hu  Pierre Robe  Hilko Ardon  Lorenzo Bello  Marco Rossi  Tommaso Sciortino  Marco Conti Nibali  Mitchel Berger  Shawn Hervey-Jumper  Wim Bouwknegt  Wimar Van den Brink  Julia Furtner  Seunggu Han  Albert Idema  Barbara Kiesel  Georg Widhalm  Alfred Kloet  Michiel Wagemakers  Aeilko Zwinderman  Sandro Krieg  Emmanuel Mandonnet  Philip de Witt Hamer  Roelant Eijgelaar  Frederik Barkhof  

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:3512  

Room Session:Concurrent 6  

Institution:Academic Medical Center  Isala Hospital  Lariboisière Hospital, APHP  Medical Center Haaglanden  Medical Center Slotervaart  Medical University Vienna  Northwest Clinics  Oregon Health and Science University  St. Elisabeth Hospital  Technische Universität München  Università degli Studi di Milano, Humanitas Research Hospital, IRCCS  University College London  University Medical Center Utrecht  University of California, San Francisco  University of Groningen, University Medical Center Groningen  Vrije Universiteit  VU University Medical Center  

Novel machine learning method for clinically significant cortical lesion detection in multiple sclerosis

Author:Eve Kazarian  Mariam Aboian  John Port  

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:3511  

Room Session:Concurrent 6  

Institution:Mayo Clinic  Yale University  

Parkinson's Disease Subtype Identification Using Radiomics Based on Iron Deposition in Substantia Nigra

Author:Zhijia Jin  Ruiqi Yu  Chenglong Wang  Naying He  Yan Li  Zenghui Cheng  Yida Wang  Mark Haacke  Guang Yang  Fuhua Yan  

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:3509  

Room Session:Concurrent 6  

Institution:East China Normal University  Ruijin Hospital, Shanghai Jiao Tong University School of Medicine  Magnetic Resonance Innovations, Inc.  Wayne State University  

Performance evaluation of machine learning algorithms for multiple sclerosis phenotype classification using 7-Tesla MRI and clinical features

Author:Seongjin Choi  Daniel Harrison  

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:3508  

Room Session:Concurrent 6  

Institution:University of Maryland School of Medicine  Johns Hopkins University School of Medicine  

Rapid Estimation of Multiple Diffusion Maps from Undersampled Q-Space Data: A Comparison of Three Deep Learning Approaches

Author:SeyyedKazem HashemizadehKolowri  Rong-Rong Chen  Ganesh Adluru  Edward V. DiBella  

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:3505  

Room Session:Concurrent 6  

Institution:University of Utah  

Task-aware 3D-Convolutional Neural Networks for Detailed Brain Parcellation

Author:Junchuan Peng  Yashi Nan  Li Zhao  Huanhui Xiao  Silun Wang  

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:3516  

Room Session:Concurrent 6  

Institution:YIWEI Medical Technology Co., Ltd  Zhejiang University  

Temporal progression patterns of white-matter degeneration in CBS and PSP identified with Subtype & Stage Inference (SuStaIn)

Author:Yuya Saito  Peter Wijeratne  Koji Kamagata  Christina Andica  Wataru Uchida  Toshiaki Akashi  Akihiko Wada  Masaaki Hori  Shigeki Aoki  

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:3501  

Room Session:Concurrent 6  

Institution:Juntendo University Graduate School of Medicine  Toho University Omori Medical Center  University College London  Graduate School of Human Health Sciences, Tokyo Metropolitan University  

Volumetric assessment of patients with Glioblastoma by HUMBLe: Hierarchical 3D U-Net for MRI Brain Lesion segmentation

Author:Yuval Buchsweiler  Orna Aizenstein  Felix Bokstein  Idan Bressler  Netanell Avisdris  Deborah Blumenthal  Dror Limon  Dafna Ben Bashat  Moran Artzi  

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:3504  

Room Session:Concurrent 6  

Institution:Division of Oncology, Tel Aviv Sourasky Medical Center  Hebrew University of Jerusalem, Israel  Neuro-Oncology Service, Tel Aviv Sourasky Medical Center  Sackler Faculty of Medicine, Tel Aviv University  Sagol Brain Institute, Tel Aviv Sourasky Medical Center  The Iby and Aladar Fleischman Faculty of Engineering, Tel Aviv University  Division of Radiology, Tel Aviv Sourasky Medical Center  Sagol School of Neuroscience, Tel Aviv University