DC-Swin: Deep Cascade of Swin Transformer with Sensitivity Map for Parallel MRI Reconstruction

Author:Naoto Fujita  Yasuhiko Terada  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2919  

Room Session:Exhibition Halls D/E  

Institution :University of Tsukuba  

2.5D Networks for Physics-Guided Deep Learning Reconstruction of 3D Non-Cartesian MRI from Limited Training Data

Greedy Learning for Memory-Efficient Self-Supervised MRI Reconstruction

High Resolution MR Reconstruction with Functionally Separate Neural Networks

Author:Hideaki Kutsuna  Shun Uematsu  Kensuke Shinoda  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2922  

Room Session:Exhibition Halls D/E  

Institution :Canon Medical Systems Corporation  

Improving variational network based 2D MRI reconstruction via feature-space data consistency

Accelerate Single-Channel 3D MRI through Undersampling and Deep Neural Network Reconstruction

Author:Christopher Man  Vick Lau  Jiahao Hu  Junhao Zhang  Linfang Xiao  Ed Wu  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2924  

Room Session:Exhibition Halls D/E  

Institution :the University of Hong Kong  

Deep Unfolding MR reconstruction - weighting the k-space sampling Density in training Loss (wkDeLo)

A Regularized Conditional GAN for Posterior Sampling in MR Image Reconstruction

Author:Matthew Bendel  Rizwan Ahmad  Philip Schniter  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2926  

Room Session:Exhibition Halls D/E  

Institution :The Ohio State University  

Acquisition Adaptive Unrolled Deep Learning Framework for Parallel MRI

Posterior Sampling for Accelerated Multicoil MRI Reconstruction using a Conditional Normalizing Flow

Author:Jeffrey Wen  Rizwan Ahmad  Philip Schniter  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2928  

Room Session:Exhibition Halls D/E  

Institution :The Ohio State University  

MixRecon: A neural network mixing CNN and Transformer utilizes hybrid representations of image features for Accelerated MRI Reconstruction

Author:Hongjian Kang  Liping Zhang  Weitian Chen  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2929  

Room Session:Exhibition Halls D/E  

Institution :The Chinese University of Hong Kong  

Model-based neural ODE network for parallel MRI reconstruction

Author:Jun-Hyeok Lee  Gawon Lee  Se-Hong Oh  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2930  

Room Session:Exhibition Halls D/E  

Institution :Hankuk University of Foreign Studies  

Multicoil Deep Equilibrium MRI Reconstruction

Author:Muntasir Shamim  Chenwei Tang  Leonardo Rivera  Kevin Johnson  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2931  

Room Session:Exhibition Halls D/E  

Institution :University of Wisconsin Madison  

Recovery with self-calibrated denoisers from multiple undersampled images (ReSiDe-M)

Author:Sizhuo Liu  Philip Schniter  Rizwan Ahmad  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2932  

Room Session:Exhibition Halls D/E  

Institution :The Ohio State University  

Accelerating MRI Using Vision Transformer with Unpaired Unsupervised Training

On Training Model Bias of Deep Learning based Super-resolution Frameworks for Magnetic Resonance Imaging

Deep Learning-based MRI Reconstruction with Artificial Fourier Transform(AFT)-Net

Author:Yanting Yang  Andrew F. Laine  Jia Guo  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2935  

Room Session:Exhibition Halls D/E  

Institution :Columbia University  

When System Model meets Image Prior: An Unsupervised Deep Learning Architecture for Accelerated Magnetic Resonance Imaging

Author:Ibsa Jalata  Ukash Nakarmi  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2936  

Room Session:Exhibition Halls D/E  

Institution :University of Arkansas  

Accelerated MRI Reconstruction Using a Lightweight Recurrent Transformer: ReconFormer

Author:Pengfei Guo  Yiqun Mei  Jinyuan Zhou  Shanshan Jiang  Vishal Patel  

Session Type:Digital Poster  

Session Date:Tuesday, 06 June 2023  

Session Name:Deep Learning Image Reconstruction I  

Program Number:2938  

Room Session:Exhibition Halls D/E  

Institution :Johns Hopkins University