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Attention Based Scale Recurrent Network for Under-Sampled MRI Reconstruction

Author:Gabriel della Maggiora  Alberto Di Biase  Carlos Castillo-Passi  Pablo Irarrazaval  

Institution:Millennium Nucleus for Cardiovascular Magnetic Resonance  Pontificia Universidad Católica de Chile  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3598  

Room Live Q&A Session:

Calgary-Campinas raw k-space dataset: a benchmark for brain magnetic resonance image reconstruction

Author:Roberto Souza  M Lauzon  Marina Salluzzi  Letícia Rittner  Richard Frayne  

Institution:University of Calgary  University of Campinas  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3597  

Room Live Q&A Session:

Deep Dixon: Deep learning-based chemical-shift corrected water-fat separation with only simulated training data

Author:Frank Zijlstra  Peter Seevinck  

Institution:UMC Utrecht  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3586  

Room Live Q&A Session:

A deep network for reconstruction of undersampled fast-spin-echo MR images with suppressed fine-line artifact

Author:Sangtae Ahn  Anne Menini  Christopher Hardy  

Institution:GE Global Research  GE Healthcare  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3594  

Room Live Q&A Session:

Deep-learning based motion correction for brain conductivity reconstruction

Author:Jan Hendrik Wuelbern  Ulrich Katscher  Karsten Sommer  Axel Saalbach  Jalal Andre  

Institution:Philips Research Europe  University of Washington  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3596  

Room Live Q&A Session:

A direct MR image reconstruction from k-space via End-To-End reconstruction network using recurrent neural network (ETER-net)

Author:Changheun Oh  Yeji Han  HyunWook Park  

Institution:Gachon University  Korea Advanced Institute of Science and Technology  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3593  

Room Live Q&A Session:

Exploiting Coarse-Scale Image Features for Transfer Learning in Accelerated Magnetic Resonance Imaging

Author:Ukash Nakarmi  Joseph Cheng  Edgar Rios  Morteza Mardani  John Pauly  Shreyas Vasanawala  

Institution:Stanford University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3595  

Room Live Q&A Session:

A Further Analysis of Deep Instability in Image Reconstruction

Author:Yue Guan  Yudu Li  Yao Li  Yiping Du  Zhi-Pei Liang  

Institution:Shanghai Jiao Tong University  University of Illinois at Urbana-Champaign  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3592  

Room Live Q&A Session:

Hybrid Deep Neural Network Architectures for Multi-Coil MR Image Reconstruction

Author:Salman Ul Hassan Dar  Mahmut Yurt  Muzaffer Özbey  Tolga Çukur  

Institution:Department of Electrical and Electronics Engineering, Bilkent University  Bilkent University  National Magnetic Resonance Research Center (UMRAM), Bilkent University  Neuroscience Program, Aysel Sabuncu Brain Research Center, Bilkent University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3591  

Room Live Q&A Session:

Joint Optimization of Sampling Patterns and Deep Priors for Improved Parallel MRI

Author:Hemant Kumar Aggarwal  Mathews Jacob  

Institution:University of Iowa  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3587  

Room Live Q&A Session:

Model-Free Deep MRI Reconstruction: A Robustness Study

Author:Gopal Nataraj  Ricardo Otazo  

Institution:Memorial Sloan Kettering Cancer Center  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3590  

Room Live Q&A Session:

Real-Time Cardiac Cine MRI with Residual Convolutional Recurrent Neural Network

Author:Eric Chen  Xiao Chen  Jingyuan Lv  Yuan Zheng  Terrence Chen  Jian Xu  Shanhui Sun  

Institution:UIH America, Inc.  United Imaging Intelligence  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3588  

Room Live Q&A Session:

Single-shot T2 mapping improvement through Multi-train Multiple Overlapping-Echo Detachment planar imaging sequence

Author:Xiaoyin Wang  Qizhi Yang  Hongjian He  Congbo Cai  Yi-Cheng Hsu  Jianhui Zhong  

Institution:Zhejiang University  MR Collaboration, Siemens Healthcare Ltd.  Xiamen University  University of Rochester  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3589  

Room Live Q&A Session:

Uncertainty Quantification for Deep MRI

Author:Vineet Edupuganti  Morteza Mardani  Joseph Cheng  Shreyas Vasanawala  John Pauly  

Institution:Stanford University  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3599  

Room Live Q&A Session:

Untrained Modified Deep Decoder for Joint Denoising and Parallel Imaging Reconstruction

Author:Sukrit Arora  Volkert Roeloffs  Michael Lustig  

Institution:University of California Berkeley  

Session Type:Digital Poster  

Session Live Q&A Date:Digital Poster (All Week)  

Topic:ML: Image Reconstruction  

Session Name:Machine Learning for Image Reconstruction 1  

Program Number:3585  

Room Live Q&A Session: