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Enhancing the Reconstruction quality of Physics-Guided Deep Learning via Holdout Multi-Masking

Author:Burhaneddin Yaman  Seyed Amir Hossein Hosseini  Steen Moeller  Mehmet Akçakaya  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning: Removing Artifacts & Improving Resolution  

Program Number:1781  

Room Session:Concurrent 1  

Institution:Center for Magnetic Resonance Research  University of Minnesota  

Multi-Mask Self-Supervised Deep Learning for Highly Accelerated Physics-Guided MRI Reconstruction

Author:Burhaneddin Yaman  Seyed Amir Hossein Hosseini  Steen Moeller  Jutta Ellermann  Kâmil Ugurbil  Mehmet Akçakaya  

Session Type:Digital Poster  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning to Reconstruct Accelerated Scans  

Program Number:1966  

Room Session:Concurrent 1  

Institution:Center for Magnetic Resonance Research  University of Minnesota