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Overall survival analysis of esophageal squamous cell carcinoma using MRI-based radiomics features

Author:Yun Liu  Chenglong Wang  Funing Chu  Jinrong Qu  Xu Yan  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:3193  

Room Session:1  

Institution:East China Normal University  Siemens Healthineers  The Affiliated Cancer Hospital of Zhengzhou University &Henan Cancer Hospital  

Predicted tumor stroma segmentation from high-field MR texture maps and machine learning: an ex vivo study on ovarian tumors

Author:Marion Tardieu  Lakhdar Khellaf  Maida Cardoso  Olivia Sgarbura  Pierre-Emmanuel Colombo  Christophe Goze-Bac  Stephanie Nougaret  

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:1521  

Room Session:Exhibition Hall:S8 & S9  

Institution:BNIF facility, L2C, UMR 5221, CNRS, University of Montpellier  Montpellier Cancer Institute (ICM)  Montpellier Cancer Research Institute (IRCM), INSERM U1194, University of Montpellier  

Predicting Selective Inversion Recovery Myelin Images from Routine Clinical Images and a Simple Linear Model

Author:Nicholas Sisco  Francesca Bagnato  Ashley Stokes  Richard Dortch  

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:3917  

Room Session:1  

Institution:Barrow Neurological Institute  Vanderbilt University Medical Center  

Prediction of Drug Treatment Outcome among Epilepsy Children with Tuberous Sclerosis Complex based on Deep Neural Network and Multi-contrast MRI

Author:Dian Jiang  Zhanqi Hu  Cailei Zhao  Xia Zhao  Jun Yang  Yanjie Zhu  Jianxiang Liao  Dong Liang  Haifeng 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 II  

Program Number:3178  

Room Session:2  

Institution:Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  Shenzhen Children’s Hospital  University of Chinese Academy of Sciences  

Prostate Cancer Risk Assessment using Fully Automatic Deep Learning in MRI: Integration with Clinical Data using Logistic Regression Models

Author:Adrian Schrader  Nils Netzer  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:1514  

Room Session:Exhibition Hall:S8 & S9  

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

Radiomics signature from multiparametric MRI as early in-vivo biomarkers for pseudoprogression in recurrent glioblastoma patients.

Author:Lucie Piram  Acquitter Clément  Julia Gilhodes  Umberto Sabatini  Elizabeth Cohen-Jonathan Moyal  Benjamin Lemasson  Soleakhena Ken  

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:1434  

Room Session:Exhibition Hall:S8 & S9  

Institution:Grenoble Institut des Neurosciences  Institut Universitaire du Cancer de Toulouse - Oncopole  Università Magna Graecia  Cancer Research Center of Toulouse  Institut de Recherche en Informatique de Toulouse  

Rapid 3D Quantitative Mapping of Brain Metastases with Deep Learning-Based Phase-Sensitive MR fingerprinting

Author:Victoria Yu  Kathryn Tringale  Ricardo Otazo  Ouri Cohen  

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:0177  

Room Session:Power Pitch Theatre 1  

Institution:Memorial Sloan Kettering Cancer Center  

Rapid Quantitative Imaging Using Wave-Encoded Model-Based Deep Learning for Joint Reconstruction

Author:Jaejin Cho  Borjan Gagoski  Tae Hyung Kim  Qiyuan Tian  Robert Frost  Itthi Chatnuntawech  Berkin Bilgic  

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:0435  

Room Session:N11 (Breakout A)  

Institution:Athinoula A. Martinos Center for Biomedical Imaging  Fetal-Neonatal Neuroimaging & Developmental Science Center, Boston Children’s Hospital  National Nanotechnology Center  Harvard Medical School  Harvard/MIT Health Sciences and Technology  

Real-time Reconstruction for Accelerated MR Thermometry Using CRNN in MRgLITT Treatment

Author:Ziyi Pan  Jieying Zhang  Kai Zhang  Hao Sun  Meng Han  Yawei Kuang  Jiaqi Dou  Wenbo Liu  Hua Guo  

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:3187  

Room Session:1  

Institution:Beijing Tiantan Hospital, Capital Medical University  Sinovation Medical  Tsinghua University  

Retrospective Pharmacokinetic Quantification of Clinical Abdominal DCE-MRI using Deep Learning

Author:Chaowei Wu  Nan Wang  Srinivas Gaddam  Hui Han  Stephen Pandol  Anthony Christodoulou  Yibin Xie  Debiao Li  

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:0436  

Room Session:N11 (Breakout A)  

Institution:Cedars-Sinai Medical Center  Stanford University  University of California, Los Angeles  

Robust Diffusion-Weighted Imaging with Deep Learning-Based DW PROPELLER Reconstruction

Author:Xinzeng Wang  Ali Ersoz  Daniel Litwiller  Jingfei Ma  Jason Stafford  Ersin Bayram  

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:3919  

Room Session:1  

Institution:GE Healthcare  MD Anderson Cancer Center  

Screening detection of abnormalities in knee joint MRI using deep machine learning

Author:Tsutomu Inaoka  Akihiko Wada  Rumiko Ishikawa  Tomoya Nakatsuka  Hisanori Tomobe  Masaru Sonoda  Akinori Yamamoto  Ryousuke Sakai  Hitoshi Terada  

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:3173  

Room Session:2  

Institution:Juntendo University  Seirei Sakura Citizen Hospital  Toho University Sakura Medical Center  

Self-supervised Liver T1rhoMapping with Physics-constrained Regularization

Author:Chaoxing Huang  Yurui QIAN  Jian Hou  Baiyan Jiang  Queenie Chan  Vincent Wong  Winnie Chu  Weitian Chen  

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:3177  

Room Session:2  

Institution:Philips Healthcare  The Chinese University of Hong Kong  Illuminatio Medical Technology Limited  

Simulated fMRI responses using human Vascular Anatomical Network models with varying architecture and dynamics

Author:Grant Hartung  Joerg Pfannmoeller  Avery Berman  Jonathan Polimeni  

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:0682  

Room Session:S11 (Breakout A)  

Institution:Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital  Department of Radiology, Harvard Medical School  Division of Health Sciences and Technology, Massachusetts Institute of Technology  

StRegA: Unsupervised Anomaly Detection in Brain MRIs using Compact Context-encoding Variational Autoencoder

Author:Soumick Chatterjee  Alessandro Sciarra  Max Dünnwald  Pavan Tummala  Shubham Agrawal  Aishwarya Jauhari  Aman Kalra  Steffen Oeltze-Jafra  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:0172  

Room Session:Power Pitch Theatre 1  

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

SWISeR: Multi-Field Susceptibility-Weighted Image Super-Resolution

Author:Alexandra Roberts  Pascal Spincemaille  Ilhami Kovanlikaya  Apostolos John Tsiouris  Thanh Nguyen  Yi Wang  

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:0176  

Room Session:Power Pitch Theatre 1  

Institution:Cornell University  Weill Cornell Medicine  

Synthetic MRI aids in glioblastoma survival prediction

Author:Rafael Navarro-González  Elisa Moya-Sáez  Rodrigo de Luis-García  Santiago Aja-Fernández  Carlos Alberola-López  

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:3928  

Room Session:1  

Institution:University of Valladolid  

Synthetic T2-weighted fat sat delivers valuable information on spine pathologies: multicenter validation of a Generative Adversarial Network

Author:Sarah Schlaeger  Katharina Drummer  Malek El Husseini  Florian Kofler  Nico Sollmann  Severin Schramm  Claus Zimmer  Dimitrios Karampinos  Benedikt Wiestler  Jan Kirschke  

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:1513  

Room Session:Exhibition Hall:S8 & S9  

Institution:Klinikum rechts der Isar, Technical University of Munich  Technical University of Munich  University Hospital Ulm  

Synthetic-to-real domain adaptation with deep learning for fitting IVIM-DWI parameters

Author:Haoyuan Huang  Baoer Liu  Yikai Xu  Wu 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:3175  

Room Session:2  

Institution:Guangzhou University of Chinese Medicine  Nanfang Hospital, Southern Medical University  

T2 Mapping of the Prostate with a Convolutional Neural Network

Author:Sara Saunders  Mitchell Gross  Gregory Metzger  Patrick Bolan  

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:3915  

Room Session:1  

Institution:University of Minnesota  

Toward Universal Tumor Segmentation on Diffusion-Weighted MRI: Transfer Learning from Cervical Cancer to All Uterine Malignancies

Author:Yu-Chun Lin  Yenpo Lin  Yen-Ling Huang  Chih-Yi Ho  Gigin Lin  

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:3194  

Room Session:1  

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

Towards a personalized MRgFUS treatment for tremor disorders: A study on the number of ablations using deep learning and structural connectivity

Author:Zihao Tang  Mariano Cabezas  Kain Kyle  Arkiev D'Souza  Stephen Tisch  Ben Jonker  Yael Barnett  Joel Maamary  Jerome Maller  Michael Barnett  Weidong Cai  Chenyu Wang  

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:1432  

Room Session:Exhibition Hall:S8 & S9  

Institution:GE Healthcare Australia  St Vincent's Hospital Sydney  University of Sydney  Sydney Neuroimaging Analysis Centre  

Towards Clinical Translation of Machine Learning-based Automated Prescription of Spine MRI Acquisitions

Author:Eugene Ozhinsky  Felix Liu  Valentina Pedoia  Sharmila Majumdar  

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:1518  

Room Session:Exhibition Hall:S8 & S9  

Institution:University of California San Francisco  

Triplanar Ensemble Detection Network (TPE-Det): A Single End-to-End Model for Efficient Detection of Cerebral Microbleeds in MR Images

Author:Haejoon Lee  Mohammed Al-masni  Jun-Ho Kim  Seul Lee  Kyu-Jin Jung  Woo-Ram Kim  Young Noh  Dong-Hyun Kim  

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:0170  

Room Session:Power Pitch Theatre 1  

Institution:Gachon University  Yonsei University  Gil Medical Center  

Uncertainty estimation via ensembling for deep learning-based MR image reconstruction

Author:Tobias Hepp  Sergios Gatidis  Kerstin Hammernik  Thomas Küstner  

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:0685  

Room Session:S11 (Breakout A)  

Institution:Technical University of Munich  University Hospital of Tuebingen  Imperial College London  Max Planck Institute for Intelligent Systems  

Uncertainty-Aware Physics-Driven Deep Learning Network for Fat and R2* Quantification in Self-Gated Free-Breathing Stack-of-Radial MRI

Author:Shu-Fu Shih  Sevgi Kafali  Kara Calkins  Holden Wu  

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:0433  

Room Session:N11 (Breakout A)  

Institution:University of California Los Angeles  

Understanding Alzheimer's disease through fMRI and deep learning

Author:Sarah Wacher  Jinglei Lv  Mariano Cabezas  

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:1428  

Room Session:Exhibition Hall:S8 & S9  

Institution:The University of Sydney  

Unsupervised correction network for Nyquist ghost artifact and geometry distortion in echo planar imaging

Author:Jeewon Kim  Kinam Kwon  Seohee So  Byungjai Kim  Wonil Lee  Hyunwook Park  

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:0167  

Room Session:Power Pitch Theatre 1  

Institution:Korea Advanced Institute of Science and Technology (KAIST)  Korea Institute of Science and Technology  

An unsupervised deep learning method for affine registration of multi-contrast brain MR images

Author:Srivathsa Pasumarthi Venkata  Ben Duffy  Keshav Datta  

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:0168  

Room Session:Power Pitch Theatre 1  

Institution:Subtle Medical Inc  

Use delta-radiomics based on T2-TSE-BLADE MRI images to predict histopathological tumor regression grade in Locally Advanced Esophageal Cancer

Author:Yun Liu  Shuang Lu  Chenglong Wang  Xu Yan  Jinrong Qu  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:3195  

Room Session:1  

Institution:East China Normal University  Siemens Healthineers  The Affiliated Cancer Hospital of Zhengzhou University &Henan Cancer Hospital  

Using the Artificial Intelligence Based Compressed SENSE Technology in Acute Cerebral Infarction

Author:Cong Ning  Yue Ma  Di Yu  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:3181  

Room Session:2  

Institution:Philips Healthcare  The First Hospital of Jilin University  

Virtual Dynamic Contrast Enhanced MRI of the Breast using a U-Net

Author:Hannes Schreiter  Vishal Sukumar  Lorenz Kapsner  Lukas Folle  Sabine Ohlmeyer  Frederik Laun  Evelyn Wenkel  Michael Uder  Andreas Maier  Sebastian Bickelhaupt  Andrzej Liebert  

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:1522  

Room Session:Exhibition Hall:S8 & S9  

Institution:Institute of Radiology, University Hospital Erlangen, Friedrich-Alexander University Erlangen-Nürnberg (FAU)  Patter Recognition Lab, Department of Computer Science, Friedrich-Alexander University Erlangen-Nürnberg (FAU)  

ViT-PU-Net: Volumetric Phase Unwrapping for MR images based on Vision Transformer

Author:Soohyun Jeon  Kanghyun Ryu  Dong-Hyun Kim  

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:0175  

Room Session:Power Pitch Theatre 1  

Institution:Stanford University  Yonsei University  

XCloud-HyperLRF: Fast Hypercomplex NMR Spectroscopy with Cloud-based Low Rank Hankel Matrix Reconstruction

Author:Di Guo  Jiaying Zhan  Zhangren Tu  Yi Guo  Yirong Zhou  Jianfan Wu  Qing Hong  Vladislav Orekhov  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:3176  

Room Session:2  

Institution:China Mobile Group  University of Gothenburg  Xiamen University  Xiamen University of Technology