Adaptive Deep Learning MR Image Enhancement with Property Constrained Unrolled Network

Author:Zechen Zhou  Ryan Chamberlain  Praveen Gulaka  Enhao Gong  Greg Zaharchuk  Ajit Shankaranarayanan  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4031  

Room Session:Exhibition Halls D/E  

Institution :Subtle Medical Inc  

Performance Evaluation of Deep Learning-based Image Reconstruction for Head and Neck Imaging Protocol

DeepGraspT1: Deep Learning-Enabled GRASP T1 Mapping

Exploring reproducibility in deep learning-based parallel imaging reconstruction

Author:Chungseok Oh  Hongjun An  Jongho Lee  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4035  

Room Session:Exhibition Halls D/E  

Institution :Seoul national university  

Fouier Convolution Nerual Network for MRI reconstruction

Improving JSENSE Using an Initial Reconstruction with an Unrolled Deep Network Prior

Incorporating Untrained Neural Network Prior in PROPELLER Imaging

MR reconstruction in k-space using Vision Transformer boosted with Masked Image Modeling

Author:Jaa-Yeon Lee  Sung-Hong Park  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4039  

Room Session:Exhibition Halls D/E  

Institution :Korea Advanced Institute of Science & Technology  

Deep learning acceleration and reconstruction for single-channel signals

Author:Yongquan Ye  Zhongqi Zhang  Eric Chen  Xiao Chen  Shanhui Sun  Jian Xu  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4040  

Room Session:Exhibition Halls D/E  

Institution :United Imaging  United Imaging Intelligence  

Deep Learning Based Reconstruction Improved Image Quality for rectum T2-weighted imaging

Quantitative Evaluation of Deep Learning Reconstruction of Diffusion-weighted MRI using a DWI Phantom

Deep Learning Reconstruction for 4-fold Accelerated 2DFSE Imaging: optimization of variable density undersampling

Author:Michael Carl  Rafi Brada  Nir Mazor  Daniel Litwiller  Maggie Fung  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4043  

Room Session:Exhibition Halls D/E  

Institution :GE Healthcare  GE Research  

Highly Accelerated Multi-channel 3D Knee Imaging Using Denoising Diffusion Probabilistic Model (DDPM) and GRAPPA

Author:Ruiying Liu  Jee Hun Kim  Hongyu Li  Peizhou Huang  Xiaojuan Li  Leslie Ying  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4044  

Room Session:Exhibition Halls D/E  

Institution :Cleveland Clinic  University at Buffalo  

Finding Optimal Regularization Parameter for Undersampled Reconstruction using Bayesian Optimization

Quantitative evaluation of denoising algorithms without noise-free ground-truth data

Impact of Deep Learning-Based MR Image Reconstruction Algorithms on Abdominal MRI Radiomic Features

AI assisted upscaling of low-resolution cardiac MRI reduces acquisition time and yields qualitatively comparable images to standard techniques

Self-Supervised Denoising for Longitudinal MRI

Author:Matt Hemsley  Liam Lawrence  Angus Lau  

Session Type:Digital Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:ML/AI for Recon & Super Resolution I  

Program Number:4049  

Room Session:Exhibition Halls D/E  

Institution :Sunnybrook Research Institute  University of Toronto  

Safeguarded Deep Unfolding Network for Parallel MR Imaging