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Reproducible DL-based approach for liver PDFF quantification

Author:Juan Meneses  Cristobal Arrieta  Pablo Irarrazaval  Cristian Tejos  Marcelo Andía  Carlos Sing Long  Sergio Uribe  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5179  

Room Session:Exhibition Halls D/E  

Institution :Pontificia Universidad Católica de Chile  i-Health Millennium Institute for Intelligent Healthcare Engineering  

Automatic Aorta Quantification and Aneurysm Detection using 3D Deep Learning on Large-scale Non-Cardiac-Gated MRI

Author:Thanh-Duc Nguyen  Saurabh Garg  Nasrin Akbari  Saqib Basar  Sean London  Yosef Chodakiewitz  Rajpaul Attariwala  Sam Hashemi  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5180  

Room Session:Exhibition Halls D/E  

Institution :Prenuvo  Voxelwise Imaging Technology Inc.  

Training Strategies for Convolutional Neural Networks in Prostate T2 Relaxometry

Author:Patrick Bolan  Sara Saunders  Mitchell Gross  Kendrick Kay  Mehmet Akcakaya  Gregory Metzger  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5181  

Room Session:Exhibition Halls D/E  

Institution :University of Minnesota  

Single-shot water/fat separation T2* mapping with multiple overlapping-echo detachment imaging

Author:Qing Lin  Weikun Chen  Jian Wu  Taishan Kang  Xinran Chen  Zhigang Wu  Shuhui Cai  Congbo Cai  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5182  

Room Session:Exhibition Halls D/E  

Institution :Department of Electronic Science, Xiamen University  Magnetic Resonance Center, Zhongshan Hospital Afflicated to Xiamen University  MSC Clinical & Technical Solutions, Philips Healthcare  

Deep Learning Quantification of Magnetic Resonance Spectroscopy Based on Basis set and Exponential Priors

Author:Dicheng Chen  Huiting Liu  Yirong Zhou  Xi Chen  Zhangren Tu  liangjie lin  Zhigang Wu  Jiazheng Wang  Di Guo  Jianzhong Lin  Xiaobo Qu  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5183  

Room Session:Exhibition Halls D/E  

Institution :Department of Electronic Science, National Institute for Data Science in Health and Medicine, Xiamen University  Department of Radiology, The Zhongshan Hospital affiliated to Xiamen University  McLean Hospital, Harvard Medical School  Philips Healthcare  

Quantitative MRI Parameter Estimation using Neural Controlled Differential Equations: Proof-of-Concept in Intra-voxel Incoherent Motion

Author:Daan Kuppens  Daisy van den Berg  Sebastiano Barbieri  Aart Nederveen  Oliver Gurney-Champion  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5184  

Room Session:Exhibition Halls D/E  

Institution :Amsterdam UMC  University of New South Wales Sydney  

Deep-learning and feature selection for fast, quantitative and specific CEST imaging

Author:Cecile Maguin  Julien Flament  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5185  

Room Session:Exhibition Halls D/E  

Institution :Université Paris-Saclay, CEA, CNRS, MIRCen, Laboratoire des Maladies Neurodégénératives  

DeepMRS-Net: QUANTIFICATION OF MAGNETIC RESONANCE SPECTROSCOPY MEGA-PRESS DATA USING DEEP LEARNING

Author:Christopher Wu  Jia Guo  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5186  

Room Session:Exhibition Halls D/E  

Institution :Columbia University  

Myocardial strain generation from cine MR images using an automated deep learning network

Author:Dayeong An  El-Sayed Ibrahim  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5187  

Room Session:Exhibition Halls D/E  

Institution :Medical College of Wisconsin  

Comparison of activation functions for optimizing deep learning models solving QSM-based dipole inversion

Author:Simon Graf  Nora Küchler  Walter Wohlgemuth  Andreas Deistung  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5188  

Room Session:Exhibition Halls D/E  

Institution :University Hospital Halle (Saale)  

8-minute Rapid Whole-brain Diffusion Spectral Imaging with Deep Learning-based Reconstruction: A Feasibility Study

Author:Yuhui Xiong  Xiaocheng Wei  Jiankun Dai  Yang Fan  Jie Lu  Bing Wu  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5189  

Room Session:Exhibition Halls D/E  

Institution :Department of Radiology, Xuanwu Hospital, Capital Medical University  GE Healthcare MR Research  

Comparison of R1, R2* and PDFF mapping by simultaneous multi-relaxation-time Imaging (TXI) method in hepatic disease

Author:Yishuang Wang  Tianxiang Huang  Meining Chen  Xu Yan  Longlin Yin  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5190  

Room Session:Exhibition Halls D/E  

Institution :MR Scientific Marketing, Siemens Healthcare  Radiology, Sichuan Provincial People's Hospital  

Quantitative DCE-MRI parameter estimation using Deep Learning Framework in the Brain Tumor Patients

Author:Piyush Prajapati  Rakesh Gupta  Anup Singh  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5191  

Room Session:Exhibition Halls D/E  

Institution :Fortis Memorial Research Institute  Indian Institute of Technology Delhi  All India Institute of Medical Sciences  

Recovery of T2 distribution from quantitative T2-weighted MRI with physically-driven deep learning

Author:Hadas Ben-Atya  Moti Freiman  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5192  

Room Session:Exhibition Halls D/E  

Institution :Technion  

Constraint function for IVIM quantification using unsupervised learning

Author:Wonil Lee  Beomgu Kang  Jongyeon Lee  Georges Fakhri  Chao Ma  Yeji Han  Jun-Young Chung  Young Noh  HyunWook Park  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5193  

Room Session:Exhibition Halls D/E  

Institution :Gachon University  Gachon University College of Medicine  Korea Advanced Institute of Science and Technology (KAIST)  Massachusetts General Hospital  

Evaluating different k-space undersampling schemes with iterative and deep learning image reconstruction for fast multi-parameter mapping

Author:Kornelius Podranski  Kerrin Pine  Timoteo Colnaghi  Andreas Marek  Patrick Scheibe  Nico Scherf  Nikolaus Weiskopf  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5194  

Room Session:Exhibition Halls D/E  

Institution :Max Planck Computing and Data Facility  Max Planck Institute for Human Cognitive and Brain Sciences  Leipzig University  

Joint Distribution Modeling for Accelerated T1rho Reconstruction

Author:Congcong Liu  Zhuo-Xu Cui  Yuanyuan Liu  Chentao Cao  Jing Cheng  Yanjie Zhu  Haifeng Wang  Dong Liang  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5195  

Room Session:Exhibition Halls D/E  

Institution :Shenzhen institutes of advanced technology, Chinese Academy of Sciences  Pazhou Lab  

A multicenter external validation study of the role of AI algorithm in detecting and localizing clinically significant prostate cancer on mpMRI

Author:Zhaonan Sun  xiaoying wang  Kexin Wang  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5196  

Room Session:Exhibition Halls D/E  

Institution :Capital Medical University  Peking University First Hospital  peking university first hospital  

Glioma Classifications with 7T MR Spectroscopic Imaging

Author:Sukrit Sharma  Cornelius Cadrien  Philipp Lazen  Hangel Gilbert  Roxane Licandro  Wolfgang Bogner  Georg Widhalm  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5197  

Room Session:Exhibition Halls D/E  

Institution :Medical University of Vienna  

3D CNN for Oxygen Extraction Fraction Mapping with combined QSM and qBOLD

Author:Patrick Kinz  Lothar Schad  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

Session Name:ML/AI for Data Synthesis, Generative Models & Quantitative MRI II  

Program Number:5198  

Room Session:Exhibition Halls D/E  

Institution :Heidelberg University