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Accelerated MRI Using Residual RAKI: Scan-specific Learning of Reconstruction Artifacts

Author:Chi Zhang  Steen Moeller  Sebastian Weingärtner  Kâmil Ugurbil  Mehmet Akçakaya  

Institution:Heidelberg University  University of Minnesota  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0663  

Presentation Time:16:57   

Room Number:Room 710B  

Computer Number:

dAUTOMAP: Decomposing AUTOMAP to Achieve Scalability and Enhance Performance

Author:Jo Schlemper  Ilkay Oksuz  James Clough  Jinming Duan  Andrew King  Julia Schnabel  Joseph Hajnal  Daniel Rueckert  

Institution:Imperial College London  King's College London  King's College London  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0658  

Presentation Time:15:57   

Room Number:Room 710B  

Computer Number:

DL-ESPIRiT: Improving robustness to SENSE model errors in deep learning-based reconstruction

Author:Christopher Sandino  Peng Lai  Shreyas Vasanawala  Joseph Cheng  

Institution:Ge Healthcare  GE Healthcare  Stanford University  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0659  

Presentation Time:16:09   

Room Number:Room 710B  

Computer Number:

Dynamic MRI using Model-based deep learning and SToRM priors: MoDL-SToRM

Author:Sampurna Biswas  Hemant Aggarwal  Mathews Jacob  

Institution:University of Iowa  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0661  

Presentation Time:16:33   

Room Number:Room 710B  

Computer Number:

fastMRI: a publicly available raw k-space dataset for accelerated MRI reconstruction using machine learning

Author:Florian Knoll  Matthew Muckley  Jure Zbontar  Anuroop Sriram  Aaron Defazio  Michal Drozdzal  Krzysztof Geras  Mary Bruno  Marc Parente  Nafissa Yakubova  Mike Rabbat  Adriana Romero Soriano  Pascal Vincent  Erich Owens  Joe Katsnelson  Hersh Chandarana  Yvonne Lui  Daniel Sodickson  Larry Zitnick  Michael Recht  

Institution:Facebook Artificial Intelligence Research  New York University School of Medicine  New York University School of Medicine  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0657  

Presentation Time:15:45   

Room Number:Room 710B  

Computer Number:

Joint multi-contrast Variational Network reconstruction (jVN) with application to Wave-CAIPI acquisition for rapid imaging

Author:Daniel Polak  Stephen Cauley  Berkin Bilgic  Esther Raithel  Peter Bachert  Elfar Adalsteinsson  Kawin Setsompop  

Institution:Martinos Center for Biomedical Imaging  MIT  Siemens Healthcare GmbH  Siemens Healthcare GmbH  University of Heidelberg  German Cancer Research Center  Harvard Medical School  Harvard Medical School  Harvard-MIT Health Sciences and Technology  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0665  

Presentation Time:17:21   

Room Number:Room 710B  

Computer Number:

Joint recovery of variably accelerated multi-contrast MRI acquisitions via generative adversarial networks

Author:Salman Ul Hassan Dar  Mahmut Yurt  Mohammad Shahdloo  Muhammed Emrullah Ildiz  Tolga Çukur  

Institution:Electrical and Electronics Engineering, Bilkent University  Aysel Sabuncu Brain Research Center, Bilkent University  Neuroscience Graduate Program, Bilkent University  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0666  

Presentation Time:17:33   

Room Number:Room 710B  

Computer Number:

Rapid Reconstruction of Accelerated, Free-Breathing, Thoracic, Non-Contrast Magnetic Resonance Angiography using Convolutional Neural Network

Author:Hassan Haji-Valizadeh  Daming Shen  Florian Schiffers  Oliver Schiffers  Daniel Kim  

Institution:Northwestern University  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0664  

Presentation Time:17:09   

Room Number:Room 710B  

Computer Number:

Undersampled MR Image Reconstruction Using an Enhanced Recursive Residual Network

Author:Lijun Bao  Fuze Ye  

Institution:Xiamen University  Xiamen University  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0662  

Presentation Time:16:45   

Room Number:Room 710B  

Computer Number:

Unsupervised Deep Basis Pursuit: Learning Reconstruction without Ground-Truth Data

Author:Jonathan Tamir  Stella Yu  Michael Lustig  

Institution:International Computer Science Institute  University of California, Berkeley  

Session Type:Oral  

Session Date:Tuesday, 14 May 2019  

Session Time:15:45  

Session Name:Machine Learning for Image Reconstruction  

Program Number:0660  

Presentation Time:16:21   

Room Number:Room 710B  

Computer Number: