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Avoiding shortcut-learning by mutual information minimization in deep learning-based MR image processing

Author:Louisa Fay  Bin Yang  Sergios Gatidis  Thomas Kuestner  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0154  

Room Session:714A/B  

Institution :Medical Image and Data Analysis (MIDAS.lab), Department of Diagnostic and Interventional Radiology, University Hospital of Tuebingen  University of Stuttgart  Max Planck Institute for Intelligent Systems  

Adaptive convolution for including a-priori information in deep learning models for quantitative susceptibility mapping

Author:Simon Graf  Nora Küchler  Walter Wohlgemuth  Andreas Deistung  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0155  

Room Session:714A/B  

Institution :University Hospital Halle (Saale)  

COLADA: Contrastive Learning for highly accelerated MR Image Reconstruction

Author:Mevan Ekanayake  Zhifeng Chen  Kamlesh Pawar  Gary Egan  Mehrtash Harandi  Zhaolin Chen  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0156  

Room Session:714A/B  

Institution :Monash University  

Reducing annotation burden in MR segmentation: A novel contrastive learning loss with multi-contrast constraints on local representations

Author:Lavanya Umapathy  Taylor Brown  Mark Greenhill  J'rick Lu  Diego Martin  Maria Altbach  Ali Bilgin  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0157  

Room Session:714A/B  

Institution :Houston Methodist Hospital  University of Arizona  

A Personalized Federated Learning Approach for Multi-Contrast MRI Translation

Author:Onat Dalmaz  Muhammad Mirza  Gokberk Elmas  Muzaffer Ozbey  Salman Dar  Emir Ceyani  Salman Avestimehr  Tolga Çukur  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0158  

Room Session:714A/B  

Institution :Bilkent University  University of Southern California  

SwinV2-MRI: Accelerated Multi-Coil MRI Reconstruction using Shifted Window Vision Transformers

Author:Tahsin Rahman  Sergio Cabrera  Ali Bilgin  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0159  

Room Session:714A/B  

Institution :The University of Texas at El Paso  University of Arizona  

Developing a Graph Convolutional Network of Differentiable Graph Module for Multi-Modal MRI Data: An Application to Parkinson's Disease

Author:Fanshi Li  Jun Li  Yifan Guo  Zhihui Wang  Zhilin Zhang  Xin Liu  Hairong Zheng  Yanjie Zhu  Liang Dong  Haifeng Wang  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0160  

Room Session:714A/B  

Institution :Paul C. Lauterbur Research Center for Biomedical Imaging, Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences  The Second People’s Hospital of Shenzhen  University of Chinese Academy of Sciences  University of Chinese Academy of Scien  

MRFlow: Flow-based neural network for MR image harmonization

Author:Hwihun Jeong  Dong Un Kang  Jiye Kim  Jongho Lee  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0161  

Room Session:714A/B  

Institution :Seoul national university  

A transformer-based framework for liver stiffness classification using multi-modality body MRI in children and adults

Author:Redha Ali  Hailong Li  Huixian Zhang  Wen Pan  Scott Reeder  David Harris  William Masch  Anum Alsam  Krishna Shanbhogue  Anas Bernieh  Sarangarajan Ranganathan  Nehal Parikh  Jonathan Dillman  Lili He  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0162  

Room Session:714A/B  

Institution :Cincinnati Children's Hospital Medical Center  Michigan Medicine, University of Michigan  New York University Langone Health  University of Wisconsin-Madison  

MR image super-resolution via a variational diffusion model

Author:Wei Jiang  Yang Gao  Hongfu Sun  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0163  

Room Session:714A/B  

Institution :University of Queensland  

Bloch-informed neural network for multi-scanner MR Harmonization

Author:Gawon Lee  Jun-Hyeok Lee  Dong Hye Ye  Se-Hong Oh  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0164  

Room Session:714A/B  

Institution :Georgia State University  Hankuk University of Foreign Studies  

Federated Learning for Utilizing Multi-Institutional Prostate MRI with Diverse Histopathology

Author:Abhejit Rajagopal  Katya Redekop  Anil Kemisetti  Rishi Kulkarni  Steven Raman  Karthik Sarma  Kirti Magudia  Corey Arnold  Peder Larson  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0165  

Room Session:714A/B  

Institution :Duke University  UCLA  UCSF  

Adversarial Diffusion Probabilistic Models for Unpaired MRI Contrast Translation

Author:Muzaffer Ozbey  Onat Dalmaz  Salman Dar  Hasan Bedel  Saban Öztürk  Alper Güngör  Tolga Çukur  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0166  

Room Session:714A/B  

Institution :Bilkent University  

A Machine Learning-Based Prediction of RF Transfer Function of Active Implantable Medical Devices in Homogeneous and Heterogeneous Tissue

Author:Mingjuan Ma  Hexuan Shi  Aiping Yao  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0167  

Room Session:714A/B  

Institution :Lanzhou University  

Multi-Contrast 3D Fast Spin-Echo T2 Shuffling Reconstruction with Score-Based Deep Generative Priors

Author:Sidharth Kumar  Asad Aali  Jonathan Tamir  

Session Type:Oral  

Session Date:Monday, 05 June 2023  

Session Name:ML/AI Emerging Algorithms & Methodologies  

Program Number:0168  

Room Session:714A/B  

Institution :University of Texas at Austin