Browse All

Current Filters

CLEAR FILTER x

TITLE

Compressed Sensing MRI Revisited: Optimizing $$$\ell_{1}$$$-Wavelet Reconstruction with Modern Data Science Tools

Author:Hongyi Gu  Burhaneddin Yaman  Kamil Ugurbil  Steen Moeller  Mehmet Akcakaya  

Session Type:Oral  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0274  

Room Session:Concurrent 1  

Institution:Center for Magnetic Resonance Research  University of Minnesota  

Effective Training of 3D Unrolled Neural Networks on Small Databases

Author:Zilin Deng  Burhaneddin Yaman  Chi Zhang  Steen Moeller  Mehmet Akçakaya  

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:1954  

Room Session:Concurrent 1  

Institution:Center for Magnetic Resonance Research  University of Minnesota  

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  

Improved Accelerated fMRI Reconstruction using Self-supervised Deep Learning

Author:Omer Demirel  Burhaneddin Yaman  Steen Moeller  Logan Dowdle  Luca Vizioli  Kendrick Kay  Essa Yacoub  John Strupp  Cheryl Olman  Kâmil Ugurbil  Mehmet Akçakaya  

Session Type:Oral  

Session Date:Wednesday, 19 May 2021  

Topic:fMRI Data Acquisition & Analysis  

Session Name:fMRI Data Acquisition & Analysis  

Program Number:0457  

Room Session:Concurrent 3  

Institution: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  

On Instabilities of Conventional Multi-Coil MRI Reconstruction To Small Adversarial Perturbations

Author:Chi Zhang  Jinghan Jia  Burhaneddin Yaman  Steen Moeller  Sijia Liu  Mingyi Hong  Mehmet Akçakaya  

Session Type:Oral  

Session Date:Tuesday, 18 May 2021  

Topic:Machine Learning for Data Acquisition & Image Reconstruction  

Session Name:Machine Learning for Data Acquisition & Image Reconstruction  

Program Number:0221  

Room Session:Concurrent 1  

Institution:IBM Research  University of Florida  University of Minnesota