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MRI-based Direct PET Attenuation Correction Using Cross-modality Attention Network for Combined PET/MRI

Author:Xiaofeng Yang  Yang Lei  Tonghe Wang  Sagar Mandava  Tian Liu  Jonathon Nye  Hui Mao  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0939  

Room Session:Power Pitch Theatre 1  

Institution :Emory University  GE Healthcare  Icahn School of Medicine at Mount Sinai  Memorial Sloan Kettering Cancer Center  

Joint Reconstruction of Image Repetitions in DWI using Cross-Instance Attention

Author:Fasil Gadjimuradov  Laura Pfaff  Thomas Benkert  Marcel Nickel  Andreas Maier  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0940  

Room Session:Power Pitch Theatre 1  

Institution :Siemens Healthcare GmbH  Friedrich-Alexander-Universität Erlangen-Nürnberg  

Diffusion generative prior-based highly accelerated MR T1 mapping

Author:Kangping Wang  Chentao Cao  Zhuoxu Cui  Yuanyuan Liu  Hairong Zheng  Dong Liang  Yanjie Zhu  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0941  

Room Session:Power Pitch Theatre 1  

Institution :Shenzhen Institutes of Advanced Technology,Chinese Academy of Sciences  

Deep learning-based non-rigid motion-corrected reconstruction for whole-heart multi-dimensional joint T1/T2 imaging

Author:Lina Felsner  Carlos Velasco  Haikun Qi  Karl Kunze  Radhouene Neji  René Botnar  Claudia Prieto  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0942  

Room Session:Power Pitch Theatre 1  

Institution :King's College London  ShanghaiTech University  Siemens Healthcare Limited  

Diffusion Tensor Estimation Using Model-Based Deep Learning

Author:Jialong Li  Qiqi Lu  Yanqiu Feng  Xinyuan Zhang  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0943  

Room Session:Power Pitch Theatre 1  

Institution :Southern Medical University  

Neurite orientation dispersion and density imaging-based texture features in differentiating glioblastoma from solitary brain metastasis

Author:Guohua Zhao  Mengyang He  Yizhou Su  Yusong Lin  Eryuan Gao  Jie Bai  Xiaoyue MA  Huiting Zhang  Xu Yan  Guang Yang  Jingliang Cheng  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0944  

Room Session:Power Pitch Theatre 1  

Institution :Collaborative Innovation Center for Internet Healthcare  MR Scientific Marketing, Siemens Healthcare  School of Cyber Science and Engineering, Zhengzhou University  Shanghai Key Laboratory of Magnetic Resonance, East China Normal University  The Departmen  

Prediction of MGMT Methylation Status of Gliomas Using Pre-operative MR Images: a Fully Automatic Convolutional Neural Networks Based Approach

Author:Xiaohua Chen  Zhiqiang Chen  Zhuo Wang  Shaoru Zhang  Yunshu Zhou  Shili Liu  Ruodi Zhang  Yuhui Xiong  Aijun Wang  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0945  

Room Session:Power Pitch Theatre 1  

Institution :Clinical medicine school of Ningxia Medical University  Department of Radiology ,the First Hospital Affiliated to Hainan Medical College  Department of Radiology, General Hospital of Ningxia Medical University  GE Healthcare MR Research  

Physics-Informed Deep Learning Approach to Quantifying Magnetic Resonance Spectroscopy Data with Simultaneous Uncertainty Estimation

Author:Amirmohammad Shamaei  Rudy Rizzo  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0946  

Room Session:Power Pitch Theatre 1  

Institution :Institute of Diagnostic and Interventional Neuroradiology, University of Bern, Bern, Switzerland  Institute of Scientific Instruments of the Czech Academy of Sciences Research institute in Brno  Brno University of Technology  Sitem-insel  

Deep-Learning Enhancement of 3D-MSI using Conventional Images as Training Targets

Author:Kevin Koch  Nikolai Mickevicius  Robin Ausman  Andrew Nencka  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0947  

Room Session:Power Pitch Theatre 1  

Institution :Medical College of Wisconsin  

Optimizing the NEXI acquisition protocol for quantifying human gray matter microstructure on a clinical MRI scanner using Explainable AI

Author:Quentin Uhl  Tommaso Pavan  Thorsten Feiweier  Erick Canales-Rodríguez  Ileana Jelescu  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0948  

Room Session:Power Pitch Theatre 1  

Institution :École Polytechnique Fédérale de Lausanne (EPFL)  Lausanne University Hospital (CHUV)  Siemens Healthcare GmbH  

Impact of image resolution on brain stiffness estimation using neural network inversion

Author:Jonathan Trevathan  Jonathan Scott  Joshua Trzasko  Armando Manduca  John Huston  Richard Ehman  Matthew Murphy  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0949  

Room Session:Power Pitch Theatre 1  

Institution :Mayo Clinic  

VarNet-based Simultaneous Multislice Reconstruction for Low Noise Amplification and Flexible Calibration

Author:Lifeng Mei  Celia.M. Dong  Sixing Liu  Shoujin Huang  Mengye Lyu  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0950  

Room Session:Power Pitch Theatre 1  

Institution :ShenZhen Technology University  The Hong Kong Polytechnic University  

Deep learning for quantitative evaluation of motion correction in dynamic contrast enhanced (DCE) MRI

Author:Edengenet Mashilla Dejene  Christoph Kolbitsch  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0951  

Room Session:Power Pitch Theatre 1  

Institution :Physikalisch - Technische Bundesanstalt (PTB)  Charité Universitätsmedizin Berlin  

FOD-Net 2.0: End-to-end FOD enhancement for low angular diffusion acquisitions using deep learning

Author:Xinyi Wang  Zihao Tang  Mariano Cabezas  Arkiev D’Souza  Fernando Calamante  Dongnan Liu  Michael Barnett  Sicong Tu  Weidong Cai  Chenyu Wang  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0952  

Room Session:Power Pitch Theatre 1  

Institution :University of Sydney  

A Machine-Learning Approach for Saturation-Prepared Turbo FLASH B1+ Maps Calibration

Author:Michael Dubiner  Jan Sedlacik  Tom Wilkinson  Pip Bridgen  Franck Mauconduit  Alexis Amadon  Sharon Giles  Radhouene Neji  Joseph Hajnal  Shaihan Malik  Raphael Tomi-Tricot  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0953  

Room Session:Power Pitch Theatre 1  

Institution :King's College London  London Collaborative Ultra high field System (LoCUS)  NeuroSpin  Siemens Healthcare Limited  Great Ormond Street Hospital for Children  

MRF-mixer: a self-supervised deep learning MRF framework

Author:Yang Gao  Tianyi Ding  Martijn Cloos  Hongfu Sun  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0954  

Room Session:Power Pitch Theatre 1  

Institution :Central South University  The University of Queensland  

MR Spatiospectral Reconstruction using PlugPlay Denoiser with Self-Supervised Training

Author:Ruiyang Zhao  Yahang Li  Zepeng Wang  Aaron Anderson  Paul Arnold  Graham Huesmann  Fan Lam  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0955  

Room Session:Power Pitch Theatre 1  

Institution :Beckman Institute for Advanced Science and Technology  Department of Bioengineering, University of illinois Urbana-Champaign  Department of Electrical and Computer Engineering, University of Illinois Urbana-Champaign  Neuroscience Institute, Carle Foundat  

Assessing Sex Differences in Abdominal Fat Depots of People with Obesity under Weight Loss using Automated Segmentation

Author:Mingming Wu  Arum Somasundaram  Selina Rupp  Jessie Han  Stella Naebauer  Daniela Junker  Anna Reik  Meike Wiechert  Hans Hauner  Christina Holzapfel  Dimitrios Karampinos  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0956  

Room Session:Power Pitch Theatre 1  

Institution :Institute for Nutritional Medicine, School of Medicine, Technical University of Munich  School of Medicine, Technical University of Munich  Else Kroener-Fresenius-Center of Nutritional Medicine, School of Life Sciences, Technical University of Munich  

Variation in 8 years Cartilage Loss Trajectories Based on Baseline Pain and Deep Learning-Assessed ROAMES Morphological Phenotypes

Author:Madeline Hess  Sharmila Majumdar  Valentina Pedoia  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0957  

Room Session:Power Pitch Theatre 1  

Institution :University of California San Francisco  

Deep learning reconstruction of radial T2 weighted data sets with data consistent unrolled neural networks

Author:Brian Toner  Simon Arberet  Fei Han  Mariappan Nadar  Vibhas Deshpande  Diego Martin  Maria Altbach  Ali Bilgin  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: ML/AI Showcase  

Program Number:0958  

Room Session:Power Pitch Theatre 1  

Institution :Houston Methodist  Siemens Healthineers  The University of Arizona