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3D Automatic segmentation of breast lesion in dynamic contrast enhanced MRI using deep convolutional neural network

Author:Fuliang Lin  Zhou Liu  Qinglei Zhou  Pengyu Gao  Jie Wen  Meng Wang  Ya Ren  Dehong Luo  Ye Li  Dong Liang  Xin Liu  Hairong Zheng  Na Zhang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3184  

Room Session:2  

Institution:Department of Radiology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital & Shenzhen Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College  Henan University  Paul C. Lauterbur Research Center for  

3D T1-weightedsequenceofvolumetricisotropicturbospin-echoacquisition with a deep learning constrained Compressed SENSE reconstruction

Author:Yue Ma  Linna Li  Yang Sun  Chang Zhai  Dan Tong  Yi Zhu  Ke Jiang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3183  

Room Session:2  

Institution:Philips healthcare,Beijing,China  The First Hospital of Jilin University  

Accelerating High b-Value DWI Acquisition Using a Convolutional Recurrent Neural Network

Author:Zheng Zhong  Kanghyun Ryu  Jae Eun Song  Janhavi Singhal  Guangyu Dan  Kaibao Sun  Shreyas Vasanawala  Xiaohong Zhou  

Session Type:Oral  

Session Date:Thursday, 12 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:New Deep/Machine Learning Techniques  

Program Number:0683  

Room Session:S11 (Breakout A)  

Institution:Homestead High School  Stanford University  University of Illinois at Chicago  

Applying Continuous-Time-Random-Walk (CTRW) diffusion model based Radiomics in Predicting HER-2 Expression in Breast Invasive Ductal Cancer

Author:Siyao Du  Mengfan Wang  Shasha Liu  Xiaoqian Bian  Xinyue Chen  Liangcun Guo  Guoliang Huang  Ruimeng Zhao  Can Peng  Wenhong Jiang  Qinglei Shi  Xu Yan  Guang Yang  Lina Zhang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3180  

Room Session:2  

Institution:East China Normal University  Siemens Healthineers Ltd.  The First Affiliated Hospital of China Medical University  

BayesTract: Automated machine learning based brain artery segmentation, anatomical prior annotation and feature-extraction in MR Angiography

Author:Abrar Faiyaz  Nhat Hoang  Alan Finkelstein  Jianhui Zhong  Marvin Doyley  Henry Wang  Md Nasir Uddin  Giovanni Schifitto  

Session Type:Power Pitch  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Pitch: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0169  

Room Session:Power Pitch Theatre 1  

Institution:University of Rochester  University of Rochester Medical Center  

BladeNet: Rapid PROPELLER Acquisition and Reconstruction for High spatio-temporal Resolution Abdominal MRI

Author:Efrat Shimron  Alfredo De Goyeneche  Ke Wang  Alma Halgren  Ali Syed  Shreyas Vasanawala  Michael Lustig  

Session Type:Oral  

Session Date:Thursday, 12 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:New Deep/Machine Learning Techniques  

Program Number:0684  

Room Session:S11 (Breakout A)  

Institution:Stanford  UC Berkeley  

Brain age prediction using fusion deep learning combining pre-engineered and convolution-derived features

Author:HeeJoo Lim  Eunji Ha  Suji Lee  Sujung Yoon  In Kyoon Lyoo  Taehoon Shin  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1511  

Room Session:Exhibition Hall:S8 & S9  

Institution:Ewha Womans University  

Brain Growth and Folding Processes Using Deep Neural Networks

Author:Yanchen Guo  Poorya Chavoshnejad  Mir Razavi  Weiying Dai  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3918  

Room Session:1  

Institution:State University of New York at Binghamton  

Bridging Structural MRI with Cognitive Function for Individual Level Classification of Early Psychosis via Deep Learning

Author:Yang Wen  Chuan Zhou  Leiting Chen  Yu Deng  Martine Cleusix  Raoul Jenni  Philippe Conus  Kim Do  Lijing Xin  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3926  

Room Session:1  

Institution:Centre Hospitalier Universitaire Vaudois (CHUV) and University of Lausanne (UNIL)  Ecole Polytechnique Fédérale de Lausanne (EPFL)  King's College London  University of Electronic Science and Technology of China  

Classification and visualization of chemo-brain in breast cancer survivors with deep residual and densely connected networks

Author:Kai-Yi Lin  Vincent Chin-Hung Chen  Yuan-Hsiung Tsai  Jun-Cheng Weng  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence I  

Program Number:3191  

Room Session:1  

Institution:Chang Gung University  Chang Gung Memorial Hospital  Chang Gung University and Chang Gung Memorial Hospital at Linkou  

Classification of Chemotherapy-Related Subjective Cognitive Complaints in Breast Cancer Using Multi-Level Features of Functional MRI

Author:Lei Wang  Fuqing Zhou  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1429  

Room Session:Exhibition Hall:S8 & S9  

Institution:The First Affiliated Hospital of Nanchang University  

Classification of Schizophrenia with Structural MRI Using 3D-MIGR Transformer

Author:Ye Tian  Junhao Zhang  Xuemin Zhu  Pin-Yu Lee  Vishwanatha Rao  Zhuoyao Xin  Andrew Laine  Scott Small  Jia Guo  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3916  

Room Session:1  

Institution:Columbia University  

Comparison of whole-prostate radiomics models of disease severity derived from expert and AI based prostate segmentations

Author:Paul Summers  Lars Isaksson  Matteo Pepa  Mattia Zaffaroni  Maria Vincini  Giulia Corrao  Giovanni Mazzola  Marco Rotondi  Sara Raimondi  Sara Gandini  Stefania Volpe  Zaharudin Haron  Sarah Alessi  Paola Pricolo  Francesco Mistretta   Luzza  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1519  

Room Session:Exhibition Hall:S8 & S9  

Institution:IEO, European Institute of Oncology IRCCS  National Cancer Institute  University of Milan  

Deep Learning Algorithm for Automated Liver Segmentation Using Portal Venous Phase Magnetic Resonance Images

Author:Xinjun Han  Niange Yu  Qianjiang Xiao  Mingyang Gao  Dandan Zheng  Zhenghan Yang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3179  

Room Session:2  

Institution:Beijing Friendship Hospital, Capital Medical University  Shukun (Beijing) Technology Co., Ltd  

Deep Learning based Total Kidney VolumeSegmentation in Autosomal Dominant Polycystic Kidney Disease

Author:Anish Raj  Fabian Tollens  Anika Strittmatter  Laura Hansen  Dominik Noerenberg  Frank Zöllner  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1438  

Room Session:Exhibition Hall:S8 & S9  

Institution:Heidelberg University  

Deep Learning Based Automated Diagnosis of Epilepsy in Patients with WHO II-IV Grade Cerebral Gliomas from Multiparametric MRI

Author:Hongxi Yang  Ankang Gao  Yida Wang  Xu Yan  Jingliang Cheng  Jie Bai  Guang Yang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence I  

Program Number:3188  

Room Session:1  

Institution:MR Scientific Marketing, Siemens Healthineers  Shanghai Key Laboratory of Magnetic Resonance, East China Normal University  The First Affiliated Hospital of Zhengzhou University  

Deep Learning-based Generative Adversarial Registration NETwork (GARNET) forHepatocellular Carcinoma Segmentation: Multi-center Study

Author:Hang Yu  Rencheng Zheng  Weibo Chen  Ruokun Li  Huazheng Shi  Chengyan Wang  He Wang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence I  

Program Number:3190  

Room Session:1  

Institution:Fudan University  Fudan University  Philips Healthcare  Shanghai Jiao Tong University School of Medicine  Shanghai Universal cloud imaging dignostic center  

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

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

Session Type:Power Pitch  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Pitch: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0174  

Room Session:Power Pitch Theatre 1  

Institution:Washington University in Saint Louis  

Deep learning-based slice resolution for improved slice coverage in abdominal T2 mapping

Author:Eze Ahanonu  Zhiyang Fu  Kevin Johnson  Rohit Philip  Diego Martin  Maria Altbach  Ali Bilgin  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3922  

Room Session:1  

Institution:Houston Methodist Hospital  University of Arizona  

A Deep Neural Network for Detection of Glioblastomas in Spectroscopic MRI

Author:Erin Beate Bjørkeli  Jonn Terje Geitung  Morteza Esmaeili  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1520  

Room Session:Exhibition Hall:S8 & S9  

Institution:Akershus University Hospital  University of Oslo  University of Stavanger  

Detection and prediction of background parenchymal enhancement on breast MRI using deep learning

Author:Badhan Kumar Das  Lorenz A. Kapsner  Sabine Ohlmeyer  Frederik B. Laun  Andreas Maier  Michael Uder  Evelyn Wenkel  Sebastian Bickelhaupt  Andrzej Liebert  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3927  

Room Session:1  

Institution:Friedrich-Alexander University Erlangen-Nürnberg (FAU)  University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU)  

Differentiation of IDH and TERTp mutations in Glioma Using Dynamic Susceptibility Contrast MRI with Machine Learning at 3T

Author:Buse Buz-Yalug  Ayca Ersen Danyeli  Cengiz Yakicier  Necmettin Pamir  Alp Dincer  Koray Ozduman  Esin Ozturk-Isik  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1516  

Room Session:Exhibition Hall:S8 & S9  

Institution:Bogazici University  Center for Neuroradiological Applications and Reseach, Acibadem Mehmet Ali Aydinlar University  Department of Medical Pathology, Acibadem Mehmet Ali Aydinlar University  Department of Molecular Biology and Genetics  Department of Neur  

Differentiation of NF2 Loss and S100 Positivity in Meningioma Using Dynamic Susceptibility Contrast MRI with Machine Learning at 3T

Author:Buse Buz-Yalug  Ayca Ersen Danyeli  Kubra Tan  Ozge Can  Necmettin Pamir  Alp Dincer  Koray Ozduman  Esin Ozturk-Isik  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1437  

Room Session:Exhibition Hall:S8 & S9  

Institution:Bogazici University  Center for Neuroradiological Applications and Reseach, Acibadem Mehmet Ali Aydinlar University  Department of Medical Engineering, Acibadem Mehmet Ali Aydinlar University  Department of Medical Pathology, Acibadem Mehmet Ali Aydinlar  

Diffusion MRI data analysis using brain segmentation from anatomical images synthesized from diffusion data by deep learning(DeepAnat)

Author:Ziyu Li  Qiuyun Fan  Berkin Bilgic  Guangzhi Wang  Jonathan Polimeni  Susie Huang  Qiyuan Tian  

Session Type:Oral  

Session Date:Wednesday, 11 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Deep/Machine Learning-Based Quantitative Imaging & Modeling  

Program Number:0437  

Room Session:N11 (Breakout A)  

Institution:Massachusetts General Hospital  Tsinghua University  University of Oxford  Harvard Medical School  

Direct parameter estimation of white matter model from DKI maps using recurrent neural network

Author:Yujian Diao  Ileana Jelescu  

Session Type:Oral  

Session Date:Wednesday, 11 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Deep/Machine Learning-Based Quantitative Imaging & Modeling  

Program Number:0438  

Room Session:N11 (Breakout A)  

Institution:CIBM Center for Biomedical Imaging  Ecole Polytechnique Fédérale de Lausanne  Lausanne University Hospital  

Exploration of vision transformer models in medical images synthesis

Author:Weijie Chen  Seyed Iman Zare Estakhraji  Alan McMillan  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3921  

Room Session:1  

Institution:Department of Radiology and Medical Physics  University of Wisconsin-Madison  

Exploring Hybrid CNN-Transformer for Schizophrenia Classification using Structural MRI

Author:Vishwanatha Rao  Junhao Zhang  Jia Guo  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1436  

Room Session:Exhibition Hall:S8 & S9  

Institution:Columbia University  

Fast Magnetic Resonance Imaging by Deep Learning the Sparsified Complex Data

Author:Zhaoyang Jin  Qing-San Xiang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3182  

Room Session:2  

Institution:Hangzhou Dianzi University  University of British Columbia  

HRMAS-NMR and Machine learning assisted untargeted Serum Metabolomics identified a panel of circulating biomarkers for detection of glioma.

Author:SAFIA FIRDOUS  Zubair Nawaz  Leo Cheng  Saima Sadaf  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence I  

Program Number:3192  

Room Session:1  

Institution:Massachusetts General Hospital  Riphah International University  University of the Punjab  

Human Knowledge Guided Deep Learning with Multi-parametric MR Images for Glioma Grading

Author:Yeqi Wang  Longfei Li  Cheng Li  Hairong Zheng  Yusong Lin  Shanshan Wang  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence I  

Program Number:3189  

Room Session:1  

Institution:Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences  Zhengzhou University  

Improved assessment of fetal ocular pathologies in MRI using ocular ratios and machine-learning multi-parametric classification

Author:Netanell Avisdris  Daphna Link Sourani  Liat Ben Sira  Leo Joskowicz  Gustavo Malinger  Simcha Yagel  Elka Miller  Dafna Ben Bashat  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1433  

Room Session:Exhibition Hall:S8 & S9  

Institution:CHEO, University of Ottawa  Hadassah Hebrew University Medical Center  Tel Aviv Sourasky Medical Center  Tel Aviv University  The Hebrew University of Jerusalem  Lis Maternity Hospital  

Improved Padding in CNNs for Quantitative Susceptibility Mapping

Author:Juan Liu  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3923  

Room Session:1  

Institution:Yale University  

Improving Motion-Robust Structural Imaging at 7T with Deep Learning-Based PROPELLER Reconstruction

Author:Daniel Litwiller  Xinzeng Wang  R Lebel  Baolian Yang  Jeffrey McGovern  Brian Burns  Suchandrima Banerjee  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3920  

Room Session:1  

Institution:GE Healthcare  

Improving oxygenation quantification from streamlined qBOLD data using amortized variational inference

Author:Ivor Simpson  Ashley McManamon  Alan Stone  Nicholas Blockley  Alessandro Colasanti  Mara Cercignani  

Session Type:Oral  

Session Date:Wednesday, 11 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Deep/Machine Learning-Based Quantitative Imaging & Modeling  

Program Number:0434  

Room Session:N11 (Breakout A)  

Institution:Brighton and Sussex Medical School  Cardiff University  St. Vincent's University Hospital  University of Nottingham  University of Sussex  

ImUnity: a generalizable VAE-GAN solution for multicenter MR image harmonization

Author:Stenzel CACKOWSKI  Emmanuel Barbier  Michel Dojat  Thomas Christen  

Session Type:Oral  

Session Date:Thursday, 12 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:New Deep/Machine Learning Techniques  

Program Number:0681  

Room Session:S11 (Breakout A)  

Institution:Grenoble Institut of Neurosciences  

Increased Brain Age Gap Estimate (BrainAGE) in APOE4 carriers with Alzheimer’s disease

Author:Xuemin Zhu  Pin-Yu Lee  Ye Tian  Andrew Laine  Tal Nuriel  Jia Guo  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3924  

Room Session:1  

Institution:Columbia University  Taub Institute  Zuckerman Institute  

Learning to segment with limited annotations: Self-supervised pretraining with Regression and Contrastive loss in MRI

Author:Lavanya Umapathy  Zhiyang Fu  Rohit Philip  Diego Martin  Maria Altbach  Ali Bilgin  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3914  

Room Session:1  

Institution:Houston Methodist Hospital  University of Arizona  

Learning to segment brain tumours using an explainable classifier

Author:Soumick Chatterjee  Hadya Yassin  Florian Dubost  Andreas Nürnberger  Oliver Speck  

Session Type:Power Pitch  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Pitch: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0171  

Room Session:Power Pitch Theatre 1  

Institution:Otto von Guericke University Magdeburg  Stanford University  German Centre for NeurodegenerativeDiseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

Machine learning based classification of major depressive disorder using clinical symptom scales and ultrahigh field MRI features

Author:Gaurav Verma  Xin Xing  Yael Jacob  Bradley Delman  James Murrough  Ai-Ling Lin  Priti Balchandani  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1517  

Room Session:Exhibition Hall:S8 & S9  

Institution:Icahn School of Medicine at Mount Sinai  University of Kentucky  University of Missouri  

Microbleed detection in autopsied brains from community-based older adults using microbleed synthesis and deep learning

Author:Grant Nikseresht  Ashish Tamhane  Carles Javierre-Petit  Arnold Evia  David Bennett  Julie Schneider  Gady Agam  Konstantinos Arfanakis  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1512  

Room Session:Exhibition Hall:S8 & S9  

Institution:Illinois Institute of Technology  Rush University Medical Center  

MRI based Radiomics for Distinguishing IDH-mutant from IDH wild-type Grade-4 Astrocytomas

Author:Seyyed Ali Hosseini  Isaac Shiri  Ghasem Hajianfar  Stephen Bagley  MacLean Nasrallah  Donald O’Rourke  Suyash Mohan  Sanjeev Chawla  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1435  

Room Session:Exhibition Hall:S8 & S9  

Institution:Iran University of Medical Science  Perelman School of Medicine at the University of Pennsylvania  Tehran University of Medical Science  University of Geneva  

MRI protocol recommendation using deep metric learning

Author:Mohamad Abdi  Yu Zhao  Sepehr Farhand  Ke Zeng  Mahesh Ranganath  Yoshihisa Shinagawa  Gerardo Hermosillo  

Session Type:Online Gather.town Pitches  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence III  

Program Number:3925  

Room Session:1  

Institution:Siemens Healthineers  

MR-only staging of osteonecrosis of the femoral head (ONFH) using self-supervised learning for multiple MR protocols

Author:Bomin Kim  Geun Young Lee  Sung-Hong Park  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1431  

Room Session:Exhibition Hall:S8 & S9  

Institution:Chung-Ang University Hospital  Korea Advanced Institute of Science and Technology  

MRS Denoising Model: ReLSTM-Net Trained by few In vivo Measured Data

Author:Dicheng Chen  Wanqi Hu  Huiting Liu  Tianyu Qiu  Yihui huang  Liangjie Lin  Di Guo  Jianzhong Lin  Xiaobo Qu  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3185  

Room Session:2  

Institution:Philips  The Zhongshan Hospital affiliated to Xiamen University  Xiamen University  Xiamen University of Technology  

MS ornot MS: T2-weighted image (T2WI)-based radiomics findings distinguishes MS from its mimics

Author:Ting He  Yi Mao  Yao Wang  Lei Wang  Qinmei Kuang  Jie Xu  Yuqi Ji  Yujie He  Meimei Zhu  Fuqing Zhou  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3174  

Room Session:2  

Institution:The First Affiliated Hospital, Nanchang University  

Multi-Channel Deep LearningforIDHMutation Status Prediction in Gliomas:A MultimodalApproach

Author:Jin Wang  Jiayang Deng  Rui Wang  Jing Zhang  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application I  

Program Number:1430  

Room Session:Exhibition Hall:S8 & S9  

Institution:Lanzhou University Second Hospital  Vipshop (China) Co. LTD  

Multi-class brain lesion detection: establishing a baseline for fastMRI+ dataset

Author:Lifeng Mei  Sixing Liu  Guoxiong Deng  Shaojun Liu  Yali Zheng  Mengye Lyu  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3186  

Room Session:2  

Institution:Shenzhen Technology University  Shenzhen University  

Multi-parametric versus bi-parametric prostate MRI for deep learning: Marginal benefits from adding dynamic contrast-enhanced images

Author:Nils Netzer  Adrian Schrader  Magdalena Görtz  Constantin Schwab  Markus Hohenfellner  Heinz-Peter Schlemmer  David Bonekamp  

Session Type:Digital Poster  

Session Date:Tuesday, 10 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence: Clinical Application II  

Program Number:1515  

Room Session:Exhibition Hall:S8 & S9  

Institution:German Cancer Research Center  University of Heidelberg Medical Center  Heidelberg University Medical School  

Multi-scale UNet with Self-Constructing Graph Latent for Deformable Image Registration

Author:Soumick Chatterjee  Himanshi Bajaj  Mohammad Istiyak Hossain Siddiquee  Nandish Subbarayappa  Steve Simon  Suraj Shashidhar  Oliver Speck  Andreas Nürnberger  

Session Type:Power Pitch  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Pitch: Deep/Machine Learning-Based Image Analysis & Application  

Program Number:0173  

Room Session:Power Pitch Theatre 1  

Institution:Otto von Guericke University Magdeburg  German Centre for NeurodegenerativeDiseases  Center for Behavioral Brain Sciences  Leibniz Institute for Neurobiology  

MVPA using the hyperaligned 7T-BOLD signals revealed that the initial decrease contains finer information to decode facial expressions

Author:Toshiko Tanaka  Naohiro Okamoto  Ikuhiro Kida  Masahiko Haruno  

Session Type:Online Gather.town Pitches  

Session Date:Monday, 09 May 2022  

Topic:Module 21: Machine Learning and Artificial Intelligence  

Session Name:Machine Learning/Artificial Intelligence II  

Program Number:3172  

Room Session:2  

Institution:National Institute of Information and Communications Technology  Osaka Universitiy