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Adaptive deep image reconstruction using G-SURE

Author:Hemant Kumar Aggarwal  Mathews Jacob  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:1960  

Room Session:Concurrent 1  

Institution:University of Iowa  

Alignment & joint recovery of multi-slice cine MRI data using deep generative manifold model

Deep generative manifold model: a novel approach for free breathing dynamic MRI

Author:Qing Zou  Abdul Ahmed  Prashant Nagpal  Rolf Schulte  Mathews Jacob  

Session Type:Digital Poster  

Session Date:Wednesday, 19 May 2021  

Topic:Real-Time Cardiac MRI  

Session Name:Towards Real-Time Cardiac MRI  

Program Number:2872  

Room Session:Concurrent 2  

Institution:GE Global Research  University of Iowa  

ENSURE: Ensemble Stein's Unbiased Risk Estimator for Unsupervised Learning

Highly Accelerated Multi-shot EPI based Diffusion MRI Using SMS and Joint k-q Under-sampling Enabled Using Deep Learned Manifold Priors

Author:Merry Mani  Vincent Magnotta  Mathews Jacob  

Session Type:Digital Poster  

Session Date:Monday, 17 May 2021  

Topic:Diffusion Acquisition & Post-Processing  

Session Name:Diffusion Acquisition  

Program Number:1325  

Room Session:Concurrent 6  

Institution:University of Iowa  

Incoherent k-q Under-sampled Multi-shot EPI for Accelerated Multi-shell Diffusion MRI with Model-based Deep Learning Reconstruction

Author:Merry Mani  Vincent Magnotta  Mathews Jacob  

Session Type:Oral  

Session Date:Monday, 17 May 2021  

Topic:Diffusion Acquisition & Post-Processing  

Session Name:Diffusion Acquisition & Post-Processing  

Program Number:0111  

Room Session:Concurrent 6  

Institution:University of Iowa  

Influence of equipment changes on a longitudinal trial

Precision and Reliability of Metabolite Quantification of 31P MRS at 7T

Author:Jia Xu  Rolf Schulte  William Kearney  Vincent Magnotta  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Molecular Imaging & X-Nuclei  

Session Name:Molecular Imaging & X-Nuclei: Applications  

Program Number:1787  

Room Session:Concurrent 2  

Institution:GE Global Research  University of Iowa  

Robust and Computationally Efficient Missing Point and Phase Estimation for Zero Echo Time (ZTE) Sequences

Stacked hybrid learning U-NET for segmentation of multiple articulators in speech MRI

Task Performance or Artifact Reduction? Evaluating the Number of Channels and Dropout based on Signal Detection on a U-Net with SSIM Loss

Task-Based Assessment for Neural Networks: Evaluating Undersampled MRI Reconstructions based on Signal Detection