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Geometric Constrained Deep Learning for Motion Correction of Fetal Brain MR Images

Author:Laifa Ma  Liangjun Chen  Fenqiang Zhao  Zhengwang Wu  Li Wang  Weili Lin  He Zhang  Kenli Lin  Gang Li  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3096  

Room Session:Exhibition Halls D/E  

Institution :University of North Carolina at Chapel Hill  Fudan University  Hunan University  

Effect of pathology on quantitative metrics of image reconstruction using a deep learning-based brain MRI reconstruction model

Author:Shengjia Chen  Patricia Johnson  Yvonne Lui  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3097  

Room Session:Exhibition Halls D/E  

Institution :New York University Langone Health  

Accelerated acquisition and DL reconstruction to enable single shot fast spin echo (SSFSE) imaging of diagnostic quality using single coil

Author:Sudhanya Chatterjee  Florintina C  Rohan Patil  Sajith Rajamani  Rajagopalan Sundaresan  Uday Patil  Preetham Shankapal  Suresh Joel  Ramesh Venkatesan  Harsh Agarwal  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3098  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  

SSMo-QSM: A self-supervised learning method for model-based quantitative susceptibility mapping reconstruction

Author:Jie Feng  Ming Zhang  Ruimin Feng  Hongjiang Wei  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3099  

Room Session:Exhibition Halls D/E  

Institution :Shanghai Jiao Tong University  

Deep Magnetic Resonance Fingerprinting Based on local and global vision transformer

Author:Peng Li  Xiaodi Li  Xin Lu  Yue Hu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3100  

Room Session:Exhibition Halls D/E  

Institution :De Montfort University  Harbin Institute of Technology  

B0 Inhomogeneity Distortion Corrected Image Reconstruction with Deep Learning on An Open Bore MRI-Linac

Author:Shanshan Shan  Yang Gao  Meng Ma  Hongping Gan  David Waddington  Brendan Whelan  Paul Liu  Chunyi Liu  Mingyuan Gao  Feng Liu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3101  

Room Session:Exhibition Halls D/E  

Institution :Northwestern Polytechnical University  Central South University  Soochow University  The University of Sydney  University of Queensland  

Accelerated Propeller FSE-DWI with Unrolled Deep Learning Reconstruction at 1.5T Clinical MRI

Author:Uten Yarach  Atita Suwannasak  Prapatsorn Sangpin  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3102  

Room Session:Exhibition Halls D/E  

Institution :Chiang Mai University  Philips Healthcare (Thailand)  

Unsupervised model for removing Nyquist/motion artifacts in SPatiotemporal Encoding MRI

Author:Qingjia Bao  Liyang Xia  Kewen Liu  Xinjie Liu  Peng Sun  Lucio Frydman  Chaoyang Liu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3103  

Room Session:Exhibition Halls D/E  

Institution :Innovation Academy for Precision Measurement Science and Technology  Philips Healthcare  Weizmann Institute of Science  Wuhan University of Technology  

Task-based evaluation of deep learning-based reconstruction for highly-accelerated 3D T1-weighted brain MRI scans

Author:Sangtae Ahn  Chitresh Bhushan  John Huston  J. DeMarco  Robert Shih  Joshua Trzasko  Rafi Brada  Graeme McKinnon  Isabelle Heukensfeldt Jansen  Dan Rettmann  Brian Burns  Ty Cashen  Nir Mazor  Xucheng Zhu  Thomas Foo  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3104  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  GE Research  Mayo Clinic College of Medicine  Walter Reed National Military Medical Center  Uniformed Services University of the Health Sciences  

Improved diagnostic efficacy on structural abnormalities of knee using high-resolution deep learning-based 2D FSE images

Author:Xiaxia Wu  Weiyin Liu  Yunfei Zha  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3105  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare,MR Reaearch China,Beijing  Renmin Hospital of Wuhan University  

Motion-mitigated reconstruction of accelerated MRI by using an unfolded variational network

Author:Zijian Zhou  Haikun Qi  Peng Hu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3106  

Room Session:Exhibition Halls D/E  

Institution :ShanghaiTech University  Shanghai Clinical Research and Trial Center  

Does CS-SENSE acceleration influence the performance of an AI based synthetic CT algorithm? A volunteer study in the lumbar spine.

Author:Yulia Shcherbakova  Tijl van der Velden  Peter Seevinck  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3107  

Room Session:Exhibition Halls D/E  

Institution :UMC Utrecht  MRIguidance B.V.  

Learned Tensor Low-CP-Rank and Bloch response manifold priors for Non-Cartesian MRF Reconstruction

Author:Peng Li  Xiaodi Li  Xin Lu  Yue Hu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3108  

Room Session:Exhibition Halls D/E  

Institution :De Montfort University  Harbin Institute of Technology  

DTI-Net: Unsupervised Diffusion Tensor Reconstruction Using Implicit Neural Representation

Author:Yuting Shi  Yuyao Zhang  Hongjiang Wei  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3109  

Room Session:Exhibition Halls D/E  

Institution :Shanghai Jiao Tong University  ShanghaiTech University  

High efficient DTI reconstruction network with flexible diffusion directions

Author:Zejun Wu  Jiechao Wang  Zunquan Chen  Zhigang Wu  Jianfeng Bao  Shuhui Cai  Congbo Cai  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3110  

Room Session:Exhibition Halls D/E  

Institution :Philips Healthcare  the first affiliated hospital of zhengzhou university  Xiamen University  

GROG Gridding using modified VGG-16 CNN model for Non-Cartesian MR Image Reconstruction

Author:Muhammad Atif  Madiha Arshad  Yumna Bilal  Omair Inam  Hassan Shahzad  Hammad Omer  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3111  

Room Session:Exhibition Halls D/E  

Institution :COMSATS University  National Centre of Physics (NCP)  

Accelerating 7T susceptibility-weighted imaging with complex-valued convolutional neural network

Author:Caohui Duan  Xiangbing Bian  Kun Cheng  Xiaoyu Wang  Jinhao Lyu  Xueyang Wang  Jianxun Qu  Xin Zhou  Xin Lou  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3112  

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  

Parallel non-Cartesian Spatial-Temporal Dictionary Learning Neural Networks (stDLNN) for Accelerating Dynamic MRI

Author:Zhijun Wang  Huajun She  Yiping Du  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3113  

Room Session:Exhibition Halls D/E  

Institution :Shanghai Jiao Tong University  

Dynamic MRI using Learned Transform-based Tensor Low-Rank Network (LT^2LR-Net)

Author:Yinghao Zhang  Xiaodi Li  Peng Li  Yue Hu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3114  

Room Session:Exhibition Halls D/E  

Institution :Harbin Institute of Technology  

Self-Supervised Image Reconstruction of 7T MP2RAGE for Multiple Sclerosis: 0.5mm Isotropic Resolution in 10 Minutes

Author:Thomas Yu  Francesco La Rosa  Gian Franco Piredda  Jonadab Silva  Faye Bourie  Henry Dieckhaus  Govind Nair  Patrick Liebig  Jean-Philippe Thiran  Tobias Kober  Erin Beck  Tom Hilbert  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction II  

Program Number:3115  

Room Session:Exhibition Halls D/E  

Institution :Advanced Clinical Imaging Technology, Siemens Healthineers International AG  Department of Neurology, Icahn School of Medicine at Mount Sinai  National Institute of Neurological Disorders and Stroke, National Institutes of Health  Siemens Healthineers Int