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Application of a Scan-Specific Deep Learning Reconstruction to Multiband/SMS Imaging

Author:Steen Moeller  Sebastian Weingärtner  Kamil Ugurbil  Mehmet Akcakaya  

Author Institution:University of Minnesota  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0577  

Presentation Time:18:03  

Room Number:N01  

Computer Number:

Deep convolutional framelet neural network for reference-free EPI ghost correction

Author:Juyoung Lee  Jong Chul Ye  

Author Institution:KAIST  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0575  

Presentation Time:17:39  

Room Number:N01  

Computer Number:

Deep Generative Adversarial Neural Networks for Compressed Sensing (GANCS) Automates MRI

Author:Morteza Mardani  Enhao Gong  Joseph Cheng  Shreyas Vasanawala  Greg Zaharchuk  Lei Xing  John Pauly  

Author Institution:Stanford University  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0573  

Presentation Time:17:15  

Room Number:N01  

Computer Number:

Deep learning MR reconstruction with Automated Transform by Manifold Approximation (AUTOMAP) in real-world acquisitions with imperfect training

Author:Bo Zhu  Berkin Bilgic  Congyu Liao  Bruce Rosen  Matthew Rosen  

Author Institution:Massachusetts General Hospital, Harvard Medical School  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0572  

Presentation Time:17:03  

Room Number:N01  

Computer Number:

DeepSPIRiT: Generalized Parallel Imaging using Deep Convolutional Neural Networks

Author:Joseph Cheng  Morteza Mardani  Marcus Alley  John Pauly  Shreyas Vasanawala  

Author Institution:Stanford University  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0570  

Presentation Time:16:39  

Room Number:N01  

Computer Number:

Inception-CS: Deep Learning For Sparse MR Reconstruction in Glioma Patients

Author:Peter Chang  Michael Liu  Daniel Chow  Melissa Khy  Christopher Filippi  Janine Lupo  Christopher Hess  

Author Institution:Columbia University Medical Center  Hofstra Northwell School of Medicine  University of California Irvine  University of California San Francisco  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0571  

Presentation Time:16:51  

Room Number:N01  

Computer Number:

A Multi-scale Deep ResNet for Radial MR Parameter Mapping

Author:Zhiyang Fu  Sagar Mandava  Mahesh Keerthivasan  Diego Martin  Maria Altbach  Ali Bilgin  

Author Institution:University of Arizona  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0568  

Presentation Time:16:15  

Room Number:N01  

Computer Number:

ReconNet: A Deep Learning Framework for Transforming Image Reconstruction into Pixel Classification

Author:Kamlesh Pawar  Zhaolin Chen  N. Shah  Gary Egan  

Author Institution:Monash University  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0574  

Presentation Time:17:27  

Room Number:N01  

Computer Number:

Scan-specific Robust Artificial-neural-networks for k-space Interpolation (RAKI): Database-free Deep Learning Reconstruction for Fast Imaging

Author:Mehmet Akçakaya  Steen Moeller  Sebastian Weingärtner  Kâmil Ugurbil  

Author Institution:University of Minnesota  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0576  

Presentation Time:17:51  

Room Number:N01  

Computer Number:

Transfer learning for reconstruction of accelerated MRI acquisitions via neural networks

Author:Salman Ul Hassan Dar  Tolga Çukur  

Author Institution:Bilkent University  

Session Type:Oral  

Session Date:Tuesday, 19 June 2018  

Session Time:16:15  

Session:Deep Learning for Image Reconstruction  

Program Number:0569  

Presentation Time:16:27  

Room Number:N01  

Computer Number: