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Real-World Multi-Domain Data Applications for Generalizations to Clinical Settings


Jul 24, 2020
Nooshin Mojab, Vahid Noroozi, Darvin Yi, Manoj Prabhakar Nallabothula, Abdullah Aleem, Phillip S. Yu, Joelle A. Hallak


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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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DeepPerimeter: Indoor Boundary Estimation from Posed Monocular Sequences


Apr 25, 2019
Ameya Phalak, Zhao Chen, Darvin Yi, Khushi Gupta, Vijay Badrinarayanan, Andrew Rabinovich


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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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CT organ segmentation using GPU data augmentation, unsupervised labels and IOU loss


Nov 27, 2018
Blaine Rister, Darvin Yi, Kaushik Shivakumar, Tomomi Nobashi, Daniel L. Rubin

* Journal submission pre-print 

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Institutionally Distributed Deep Learning Networks


Sep 10, 2017
Ken Chang, Niranjan Balachandar, Carson K Lam, Darvin Yi, James M Brown, Andrew Beers, Bruce R Rosen, Daniel L Rubin, Jayashree Kalpathy-Cramer


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Optimizing and Visualizing Deep Learning for Benign/Malignant Classification in Breast Tumors


May 17, 2017
Darvin Yi, Rebecca Lynn Sawyer, David Cohn III, Jared Dunnmon, Carson Lam, Xuerong Xiao, Daniel Rubin


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The Game Imitation: Deep Supervised Convolutional Networks for Quick Video Game AI


Feb 18, 2017
Zhao Chen, Darvin Yi

* 11 pages, 12 figures 

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3-D Convolutional Neural Networks for Glioblastoma Segmentation


Nov 14, 2016
Darvin Yi, Mu Zhou, Zhao Chen, Olivier Gevaert


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