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SVD Compression for Nonlinear Encoding Imaging with Model-based Deep Learning Reconstruction

NPB-REC: Non-parametric Assessment of Uncertainty in Deep-learning-based MRI Reconstruction from Undersampled Data

Author:Samah Khawaled  Moti Freiman  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: Deep Learning Image Reconstruction  

Program Number:0834  

Room Session:Power Pitch Theatre 1  

Institution :Technion  

DeepSTI: Towards Tensor Reconstruction using Fewer Orientations in Susceptibility Tensor Imaging

Author:Zhenghan Fang  Kuo-Wei Lai  Peter van Zijl  Xu Li  Jeremias Sulam  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: Deep Learning Image Reconstruction  

Program Number:0835  

Room Session:Power Pitch Theatre 1  

Institution :The Johns Hopkins University  

Investigating VoxelMorph Image Registration for Fast 4D Respiratory Compensated Image Reconstruction on an MR-Linac

Accelerated 3D Myelin Water Imaging: Jointly Unrolled Cross-domain Optimization-based Spatio-Temporal Reconstruction Network

Author:Jae-Hun Lee  Dongyeob Han  Jae-Yoon Kim  Dong-Hyun Kim  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: Deep Learning Image Reconstruction  

Program Number:0838  

Room Session:Power Pitch Theatre 1  

Institution :Siemens Korea  Yonsei Univ.  

Pre-treatment hyperpolarized 13C-lactate to 13C-bicarbonate ratio predicts response of brain metastases to stereotactic radiosurgery

Deconvolution for Hyperpolarized Magnetic Resonance Imaging

Hyperpolarized-[1-13C]-gluconolactone reports on TERT expression and response to therapy in brain tumors

Image- and spectroscopy-based quantitative assessment of renal function using hyperpolarized 13C-labelled Z-OMPD

Development for hyperpolarized [1-13C]alpha-ketoglutarate MRI for metabolic imaging of normal volunteers and mutant IDH glioma patients

PDH flux is a sensitive biomarker of mitochondrial dysfunction in acute TBI

Novel Structure-guided Design of Amino Acid based Hyperpolarized 13C Probes for Metabolic Imaging

Beyond lactate: using hyperpolarized [1-13C] pyruvate to measure human brain pH and amino acid metabolism

Assessing Glutaminase Inhibition Treatment Response in Ovarian Cancer by Hyperpolarized Magnetic Resonance Spectroscopy

Improving Quantification of Hyperpolarized 13C-Pyruvate Metabolism Using Pyruvate Metabolite Specific bSSFP and Variable Flip Angles

Author:Anna Bennett  Xioaxi Liu  Avantika Sinha  Sule Sahin  Peder Larson  Charlie Wang  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: Hyperpolarized MR  

Program Number:0848  

Room Session:Power Pitch Theatre 2  

Institution :University of California, San Francisco  

Incorporating DCE derived perfusion terms to inform fitting of hyperpolarized pyruvate metabolism in a human thyroid tumor.

High-throughput kinetic analysis in a microfluidic multiwell platform by dissolution dynamic nuclear polarization-magnetic resonance

Nonpersistent broad-linewidth radicals generated using a 6 MeV linear electron accelerator for application in Dynamic Nuclear Polarization

Compressed sense reconstructions improve non-Cartesian hyperpolarized 129Xe MRI

Quantifying Cardiogenic Oscillations of Hyperpolarized 129Xe Gas Exchange MR Spectra in a Healthy Reference Cohort

Free-Breathing Hyperpolarized Xenon-129 Spectroscopy with Cardiopulmonary Gating

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

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

Diffusion generative prior-based highly accelerated MR T1 mapping

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

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  

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

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

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

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

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

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

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  

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

Diffusion-weighted signals and intrinsic optical signal share a similar contrast mechanism

Author:Nathan Williamson  Rea Ravin  Teddy Cai  Peter Basser  

Session Type:Power Pitch Poster  

Session Date:Wednesday, 07 June 2023  

Session Name:Poster: Getting the Best Out of Diffusion MRI  

Program Number:0959  

Room Session:Power Pitch Theatre 2  

Institution :NIH  Celoptics  Oxford  

Diattenuation and retardance metrics from complete polarimetry differentiate microscale and macroscale anisotropy

Automatic segmentation of cortical cytoarchitectonic domains measured with high-resolution MAP-MRI

Tackling the gyral bias and bottleneck problems with hybrid diffusion-microscopy tractography in the BigMac dataset