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Deep learning-based APT imaging using synthetically generated training data

Author:Malvika Viswanathan  Leqi Yin  Yashwant Kurmi  Zhongliang Zu  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5026  

Room Session:Exhibition Halls D/E  

Institution :Vanderbilt University  Vanderbilt University Institute of Imaging Sciences  

Conditional VAE for Single-Voxel MRS Data Generation

Author:Dennis van de Sande  Sina Amirrajab  Mitko Veta  Marcel Breeuwer  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5027  

Room Session:Exhibition Halls D/E  

Institution :Eindhoven University of Technology  Philips Healthcare  

Estimating uncertainty in diffusion MRI models using generative deep learning

Author:Frank Zijlstra  Peter While  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5028  

Room Session:Exhibition Halls D/E  

Institution :St. Olav's University Hospital  NTNU - Norwegian University of Science and Technology  

Synthesized 7T MRI from 3T MRI using generative adversarial network: validation in clinical brain imaging

Author:Caohui Duan  Xiangbing Bian  Kun Cheng  Jinhao Lyu  Yongqin Xiong  Jianxun Qu  Xin Zhou  Xin Lou  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5029  

Room Session:Exhibition Halls D/E  

Institution :Chinese PLA General Hospital  Key Laboratory of Magnetic Resonance in Biological Systems, State Key Laboratory of Magnetic Resonance and Atomic and Molecular Physics, National Center for Magnetic Resonance in Wuhan, Wuhan Institute of Physics and Mathemat  

Synthetising myelin water fraction from T1-weighted and T2-weighted data: an image-to-image translation approach

Author:Matteo Mancini  Carolyn McNabb  Derek Jones  Mara Cercignani  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5030  

Room Session:Exhibition Halls D/E  

Institution :Cardiff University  

Resilience of synthetic CT DL network to varying ZTE-MRI input SNR

Author:Sandeep Kaushik  Cristina Cozzini  Mikael Bylund  Steven Petit  Bjoern Menze  Florian Wiesinger  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5031  

Room Session:Exhibition Halls D/E  

Institution :Erasmus MC Cancer Institute  GE Healthcare  Umeå University  University of Zurich  

Deep learning-based synthesis of TSPO PET from T1-weighted MRI images only

Author:Matteo Ferrante  Marianna Inglese  Ludovica Brusaferri  Marco Loggia  Nicola Toschi  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5032  

Room Session:Exhibition Halls D/E  

Institution :Martinos Center For Biomedical Imaging, MGH and Harvard Medical School (USA)  University of Rome Tor Vergata  Athinoula A. Martinos Center for Biomedical Imaging and Harvard Medical school, Boston, MA, USA  

Improving Prostate Cancer Detection Using Bi-parametric MRI with Conditional Generative Adversarial Networks

Author:Alexandros Patsanis  Mohammed R. S. Sunoqrot  Elise Sandsmark  Sverre Langørgen  Helena Bertilsson  Kirsten Selnæs  Hao Wang  Tone Bathen  Mattijs Elschot  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5033  

Room Session:Exhibition Halls D/E  

Institution :Norwegian University of Science and Technology - NTNU  St. Olavs Hospital, Trondheim University Hospital  

AI-based mapping from MRI to MR thermometry for MR-guided laser interstitial thermal therapy using a conditional generative adversarial network

Author:Saba Sadatamin  Steven Robbins  Richard Tyc  Adam Waspe  Lueder Kahrs  James Drake  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5034  

Room Session:Exhibition Halls D/E  

Institution :Hospital of Sick Children  Monteris Medical  University of Toronto  University of Toronto Mississauga  

Prediction of NF2 Loss in Meningiomas Using T1-Weighted Contrast Enhanced MRI Generated by Deep Convolutional Generative Adversarial Networks

Author:Sukru Samet Dindar  Buse Buz-Yalug  Kubra Tan  Ayca Ersen Danyeli  Ozge Can  Necmettin Pamir  Alp Dincer  Koray Ozduman  Yasemin P. Kahya  Esin Ozturk-Isik  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5035  

Room Session:Exhibition Halls D/E  

Institution :Acibadem University  Bogazici University  Health Institutes of Turkey  

Synthetic CT generation from different MR contrast inputs and evaluation of its quantitative accuracy

Author:Sandeep Kaushik  Cristina Cozzini  Jonathan Wyatt  Hazel McCallum  Ross Maxwell  Bjoern Menze  Florian Wiesinger  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5036  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  Newcastle University  Newcastle University and Northern Centre for Cancer Care  University of Zurich  

Synthesising MRIs from CTs to Improve Stroke Treatment Using Deep Learning

Author:Grace Wen  Jake McNaughton  Ben Chong  Vickie Shim  Justin Fernandez  Samantha Holdsworth  Alan Wang  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5037  

Room Session:Exhibition Halls D/E  

Institution :University of Auckland  Matai Medical Research Institute  

Synthetic data driven learning for full-automatic hemoperfusion parameter estimation

Author:Lu Wang  Pujie Zhang  Zhen Xing  Congbo Cai  Zhong Chen  Dairong Cao  Zhigang Wu  Shuhui Cai  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5038  

Room Session:Exhibition Halls D/E  

Institution :First Affiliated Hospital of Fujian Medical University  MSC Clinical & Technical Solutions, Philips Healthcare  Xiamen University  

Bony structure enhanced synthetic CT generation using Dixon sequences for pelvis MR-only radiotherapy

Author:Xiao Liang  Ti Bai  Andrew Godley  Chenyang Shen  Junjie Wu  Boyu Meng  Mu-Han Lin  Paul Medin  Yulong Yang  Steve Jiang  Jie Deng  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5039  

Room Session:Exhibition Halls D/E  

Institution :University of Texas Southwestern Medical Center  

Amyloid-Beta Axial Plane PET Synthesis from Structural MRI: An Image Translation Approach for Screening Alzheimers Disease

Author:Fernando Vega  Abdoljalil Addeh  Ahmed Elmenshawi  M. Ethan MacDonald  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5040  

Room Session:Exhibition Halls D/E  

Institution :University of Calgary  

3D Lesion Generation Model considering Anatomic Localization to Improve Object Detection in Limited Lacune Data

Author:Daniel Kim  Jae-Hun Lee  Mohammed Al-masni  Jun-ho Kim  Yoonseok Choi  Eun-Gyu Ha  SunYoung Jung  Young Noh  Dong-Hyun Kim  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5041  

Room Session:Exhibition Halls D/E  

Institution :Gachon Univ.  Sejong Univ.  Yonsei Univ.  

Use of an Automated Approach for Generating vADC for a Large Patient Population Studied with 129Xe MRI

Author:Ramtin Babaeipour  Maria Mihele  Keeirah Raguram  Matthew Fox  Alexei Ouriadov  

Session Type:Digital Poster  

Session Date:Thursday, 08 June 2023  

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

Program Number:5042  

Room Session:Exhibition Halls D/E  

Institution :The University of Western Ontario  Lawson Health Research Institute