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Unsupervised MRI Reconstruction with Generative Adversarial Networks

Aug 29, 2020
Elizabeth K. Cole, John M. Pauly, Shreyas S. Vasanawala, Frank Ong

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Multi-Domain Image Completion for Random Missing Input Data

Jul 10, 2020
Liyue Shen, Wentao Zhu, Xiaosong Wang, Lei Xing, John M. Pauly, Baris Turkbey, Stephanie Anne Harmon, Thomas Hogue Sanford, Sherif Mehralivand, Peter Choyke, Bradford Wood, Daguang Xu

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Complex-Valued Convolutional Neural Networks for MRI Reconstruction

Apr 08, 2020
Elizabeth K. Cole, Joseph Y. Cheng, John M. Pauly, Shreyas S. Vasanawala

* Submitted to IEEE TMI 

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Diagnostic Image Quality Assessment and Classification in Medical Imaging: Opportunities and Challenges

Dec 05, 2019
Jeffrey Ma, Ukash Nakarmi, Cedric Yue Sik Kin, Christopher Sandino, Joseph Y. Cheng, Ali B. Syed, Peter Wei, John M. Pauly, Shreyas Vasanawala

* 4 pages, 8 Figures, Conference Submission 

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Wasserstein GANs for MR Imaging: from Paired to Unpaired Training

Oct 15, 2019
Ke Lei, Morteza Mardani, John M. Pauly, Shreyas S. Vasawanala

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Compressed Sensing: From Research to Clinical Practice with Data-Driven Learning

Mar 19, 2019
Joseph Y. Cheng, Feiyu Chen, Christopher Sandino, Morteza Mardani, John M. Pauly, Shreyas S. Vasanawala

* Submitted to the Special Issue on Computational MRI: Compressed Sensing and Beyond in the IEEE Signal Processing Magazine 

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Highly Scalable Image Reconstruction using Deep Neural Networks with Bandpass Filtering

May 08, 2018
Joseph Y. Cheng, Feiyu Chen, Marcus T. Alley, John M. Pauly, Shreyas S. Vasanawala

* 9 pages, 10 figures 

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Deep Generative Adversarial Networks for Compressed Sensing Automates MRI

May 31, 2017
Morteza Mardani, Enhao Gong, Joseph Y. Cheng, Shreyas Vasanawala, Greg Zaharchuk, Marcus Alley, Neil Thakur, Song Han, William Dally, John M. Pauly, Lei Xing

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