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Random Bundle: Brain Metastases Segmentation Ensembling through Annotation Randomization

Feb 23, 2020
Darvin Yi, Endre Gøvik, Michael Iv, Elizabeth Tong, Greg Zaharchuk, Daniel Rubin


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Brain Metastasis Segmentation Network Trained with Robustness to Annotations with Multiple False Negatives

Jan 26, 2020
Darvin Yi, Endre Grøvik, Michael Iv, Elizabeth Tong, Greg Zaharchuk, Daniel Rubin


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Handling Missing MRI Input Data in Deep Learning Segmentation of Brain Metastases: A Multi-Center Study

Dec 27, 2019
Endre Grøvik, Darvin Yi, Michael Iv, Elizabeth Tong, Line Brennhaug Nilsen, Anna Latysheva, Cathrine Saxhaug, Kari Dolven Jacobsen, Åslaug Helland, Kyrre Eeg Emblem, Daniel Rubin, Greg Zaharchuk


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MRI Pulse Sequence Integration for Deep-Learning Based Brain Metastasis Segmentation

Dec 18, 2019
Darvin Yi, Endre Grøvik, Michael Iv, Elizabeth Tong, Kyrre Eeg Emblem, Line Brennhaug Nilsen, Cathrine Saxhaug, Anna Latysheva, Kari Dolven Jacobsen, Åslaug Helland, Greg Zaharchuk, Daniel Rubin

* In the IEEE transactions format for submission to IEEE-TMI 

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Deep Learning Enables Automatic Detection and Segmentation of Brain Metastases on Multi-Sequence MRI

Mar 18, 2019
Endre Grøvik, Darvin Yi, Michael Iv, Elisabeth Tong, Daniel L. Rubin, Greg Zaharchuk


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200x Low-dose PET Reconstruction using Deep Learning

Dec 12, 2017
Junshen Xu, Enhao Gong, John Pauly, Greg Zaharchuk


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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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