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Spectral Decomposition in Deep Networks for Segmentation of Dynamic Medical Images

Sep 30, 2020
Edgar A. Rios Piedra, Morteza Mardani, Frank Ong, Ukash Nakarmi, Joseph Y. Cheng, Shreyas Vasanawala

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Subject-Aware Contrastive Learning for Biosignals

Jun 30, 2020
Joseph Y. Cheng, Hanlin Goh, Kaan Dogrusoz, Oncel Tuzel, Erdrin Azemi

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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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Accelerating cardiac cine MRI beyond compressed sensing using DL-ESPIRiT

Nov 13, 2019
Christopher M. Sandino, Peng Lai, Shreyas S. Vasanawala, Joseph Y. Cheng

* 25 pages, 8 figures, Submitted to Magnetic Resonance in Medicine 

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Reconstruction of Undersampled 3D Non-Cartesian Image-Based Navigators for Coronary MRA Using an Unrolled Deep Learning Model

Oct 24, 2019
Mario O. Malavé, Corey A. Baron, Srivathsan P. Koundinyan, Christopher M. Sandino, Frank Ong, Joseph Y. Cheng, Dwight G. Nishimura

* 34 pages, 5 figures, 1 table, 6 supporting figures, 1 supporting table 

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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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