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Physics-Based Self-Supervised Deep Learning for Accelerated MRI Without Fully Sampled Reference Data

Author:Burhaneddin Yaman  Seyed Amir Hossein Hosseini  Steen Moeller  Jutta Ellermann  Kamil Ugurbil  Mehmet Akcakaya  

Institution:University of Minnesota  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0989  

Room Live Q&A Session:Wednesday Parallel 5  

Unrolled Physics-Based Deep Learning MRI Reconstruction with Dense Connections using Nesterov Acceleration

Author:Seyed Amir Hossein Hosseini  Burhaneddin Yaman  Steen Moeller  Kamil Ugurbil  Mingyi Hong  Mehmet Akcakaya  

Institution:University of Minnesota  

Session Type:Oral  

Session Live Q&A Date:Wednesday, 12 August 2020  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning Reconstruction of Dynamic Acquisitions  

Program Number:1006  

Room Live Q&A Session:Wednesday Parallel 5