Browse All

Current Filters

CLEAR FILTER x

TITLE

Estimating Uncertainty of Deep Learning for Tomographic Image Reconstruction Through Local Lipschitz

Author:Danyal Bhutto  Bo Zhu  Jeremiah Liu  Neha Koonjoo  Bruce Rosen  Matthew Rosen  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3875  

Room Session:Exhibition Halls D/E  

Institution :Athinoula A. Martinos Center for Biomedical Imaging  Boston University  Google  Harvard Medical School  Harvard University  

Fast Uncertainty Estimation of IVIM parameters using Bayesian Neural Networks

Author:Zehuan Zhang  Matej Genci  Hongxiang Fan  Wayne Luk  Andreas Wetscherek  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3876  

Room Session:Exhibition Halls D/E  

Institution :Imperial college London  The Institute of Cancer Research  

Super-Resolution Reconstruction of CEST images for human brain at 3T based on deep learning

Author:Sirui Wu  WenXuan Chen  Yibing Chen  Zhongsen Li  Xiaolei Song  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3877  

Room Session:Exhibition Halls D/E  

Institution :Center for Biomedical Imaging Research, Department of Biomedical Engineering, Tsinghua University, Beijing 100084, China  Xi’an Key Lab of Radiomics and Intelligent Perception, School of Information Sciences and Technology, Northwest University, Xi’an, Sh  

Investigation of deep learning reconstruction in MR imaging of pancreatic space occupying lesions

Author:Meng Zhang  Zheng Ye  Bo Zhang  Miaoqi Zhang  Zhenlin Li  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3878  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  West China Hospital, Sichuan University  

Accurate Estimation of Background Phase in Virtual Conjugate Coil Expansion Combined with Wave Encoding

Author:Congcong Liu  Zhuoxu Cui  Sen Jia  Zhilang Qiu  Xin Liu  Hairong Zheng  Dong Liang  Haifeng Wang  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3879  

Room Session:Exhibition Halls D/E  

Institution :Case Western Reserve University  Shenzhen institutes of advanced technology, Chinese Academy of Sciences  

Deep Learning Reconstruction of Dynamic Free-breathing Fetal Heart MRI to Improve Clinical Pipeline

Author:Denis Prokopenko  Daniel Rueckert  Joseph Hajnal  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3880  

Room Session:Exhibition Halls D/E  

Institution :King's College London  Technical University of Munich  Imperial college London  

Uncertainty Estimation for Deep Learning-Based Enhancement of Undersampled Dual-Echo Steady-State Knee MRI

Author:Ashmita Deb  Shu-Fu Shih  Zhaohuan Zhang  Holden Wu  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3881  

Room Session:Exhibition Halls D/E  

Institution :David Geffen School of Medicine, University of California Los Angeles  University of California Los Angeles  

Accelerating Phase and Quantitative susceptibility mapping with Scan-Specific Complex Convolutional Neural Networks

Author:Swetali Nimje  Ludovic de Rochefort  Thierry Artières  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3882  

Room Session:Exhibition Halls D/E  

Institution :Aix Marseille University, CNRS, CRMBM  Aix Marseille University, Ecole Centrale de Marseille, CNRS, LIS  

Evaluation of deep learning-based reconstruction for qualitative and quantitative DW-MRI in head and neck cancers

Author:Ramesh Paudyal  Akash Shah  Amaresha Konar  Jaemin Shin  Eve LoCastro  Nisha Bagchi  Maggie Fung  Suchandrima Banerjee  Nancy Lee  Amita Shukla-Dave  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3883  

Room Session:Exhibition Halls D/E  

Institution :GE health care  Memorial Sloan Kettering Cancer Center  Thomas Jefferson University  

Implicit CINE: a deep-learning super-resolution model for multi-planar real-time MRI

Author:Nora Vogt  Karyna Isaieva  Jean-Sébastien Louis  Christian Weihsbach  Mattias Heinrich  Freddy Odille  Pierre-André Vuissoz  Jacques Felblinger  Julien Oster  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3884  

Room Session:Exhibition Halls D/E  

Institution :IADI, Université de Lorraine, INSERM U1254  Universität zu Lübeck  CIC-IT, INSERM 1433, Université de Lorraine and CHRU Nancy  

Accelerated MRI using Dual-domain Transformer-Based Reconstruction and Learning-based Undersampling

Author:Guan Qiu Hong  William Morley  Matthew Wan  Yuan Tao Wei  Yang Su  Hai-Ling Cheng  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3885  

Room Session:Exhibition Halls D/E  

Institution :University of Toronto  Ted Rogers Centre for Heart Research  

Data-adapted Neural Network Denoisers as a Regularization Engine for Low-latency Image Reconstruction in Accelerated Cardiac Perfusion MRI

Author:Dilek Mirgun Yalcinkaya  Hazar Benan Unal  Subha Raman  Abolfazl Hashemi  Rohan Dharmakumar  Behzad Sharif  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3886  

Room Session:Exhibition Halls D/E  

Institution :Indiana University (IU) School of Medicine  Purdue University  IU School of Medicine/IU Health Cardiovascular Institute  

MRI Denoising with a Non-Blind Deep Complex-Valued Convolutional Neural Network

Author:Quan Dou  Zhixing Wang  Xue Feng  Craig Meyer  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3887  

Room Session:Exhibition Halls D/E  

Institution :University of Virginia  

Deep Learning Reconstruction for Magnetic Resonance Image Quality Improvement in Lumbar Endplate Inflammation

Author:Xinyang Lv  Zheng Ye  Miaoqi Zhang  Bo Zhang  Zhenlin Li  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3888  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  West China Hospital,Sichuan University  

Reconstruction of accelerated MR cholangiopancreatography using supervised and self-supervised 3D Variational Networks

Author:Jonas Kleineisel  Bernhard Petritsch  Thorsten Bley  Herbert Köstler  Tobias Wech  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3889  

Room Session:Exhibition Halls D/E  

Institution :University Hospital of Würzburg  

Deep Learning Reconstruction in MRI: Comparison of Image Quality in Patients With Hepatic Malignancy

Author:Yuqi Tan  Zheng Ye  Miaoqi Zhang  Bo Zhang  Zhenlin Li  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3890  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare, MR Research  West China Hospital of Sichuan University  

Overview of Complex-valued Image Reconstruction for CS-MRI Using Real-valued CNN with Symmetrical Signal Under-Sampling

Author:Shohei Ouchi  Itona Fukatsu  Kazuki Yamato  Satoshi Ito  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3891  

Room Session:Exhibition Halls D/E  

Institution :Utsunomiya University  

A Two-Stage Super-Resolution (TSSR) CEST Model Using Deep-Learning Reconstruction

Author:WenXuan Chen  Sirui Wu  Xiaolei Song  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3892  

Room Session:Exhibition Halls D/E  

Institution :Tsinghua University  

Joint Estimation of Coil Sensitivity and Image by Using Untrained Neural Network without External Training Data

Author:Gulfam Saju  Zhiqiang Li  Reza Abiri  Tianming Liu  Yuchou Chang  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3893  

Room Session:Exhibition Halls D/E  

Institution :Barrow Neurological Institute  University of Georgia  University of Massachusetts Dartmouth  University of Rhode Island  

Deep learning-based Motion-corrected Rapid Image Reconstruction for High-resolution Cartesian First-pass Myocardial Perfusion Imaging at 3 T

Author:Junyu Wang  Michael Salerno  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Acquisition & Reconstruction II  

Program Number:3894  

Room Session:Exhibition Halls D/E  

Institution :Stanford University