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Multi-Label Annotation of Chest Abdomen Pelvis Computed Tomography Text Reports Using Deep Learning


Feb 25, 2021
Vincent M. D'Anniballe, Fakrul I. Tushar, Khrystyna Faryna, Songyue Han, Maciej A. Mazurowski, Geoffrey D. Rubin, Joseph Y. Lo


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Detection of masses and architectural distortions in digital breast tomosynthesis: a publicly available dataset of 5,060 patients and a deep learning model


Nov 13, 2020
Mateusz Buda, Ashirbani Saha, Ruth Walsh, Sujata Ghate, Nianyi Li, Albert Święcicki, Joseph Y. Lo, Maciej A. Mazurowski


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Weakly Supervised 3D Classification of Chest CT using Aggregated Multi-Resolution Deep Segmentation Features


Oct 31, 2020
Anindo Saha, Fakrul I. Tushar, Khrystyna Faryna, Vincent M. D'Anniballe, Rui Hou, Maciej A. Mazurowski, Geoffrey D. Rubin, Joseph Y. Lo

* Accepted to 2020 SPIE Medical Imaging: Computer-Aided Diagnosis [oral presentation] 

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Weakly Supervised Multi-Organ Multi-Disease Classification of Body CT Scans


Aug 03, 2020
Fakrul Islam Tushar, Vincent M. D'Anniballe, Rui Hou, Maciej A. Mazurowski, Wanyi Fu, Ehsan Samei, Geoffrey D. Rubin, Joseph Y. Lo

* 8 pages, 5 figures, 2 tables 

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Machine-Learning-Based Multiple Abnormality Prediction with Large-Scale Chest Computed Tomography Volumes


Feb 17, 2020
Rachel Lea Draelos, David Dov, Maciej A. Mazurowski, Joseph Y. Lo, Ricardo Henao, Geoffrey D. Rubin, Lawrence Carin

* 18 pages, 3 figures, 5 tables (appendices additional) 

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Normalization of breast MRIs using Cycle-Consistent Generative Adversarial Networks


Dec 16, 2019
Gourav Modanwal, Adithya Vellal, Maciej A. Mazurowski


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A systematic study of the class imbalance problem in convolutional neural networks


Oct 13, 2018
Mateusz Buda, Atsuto Maki, Maciej A. Mazurowski


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Automatic deep learning-based normalization of breast dynamic contrast-enhanced magnetic resonance images


Jul 05, 2018
Jun Zhang, Ashirbani Saha, Brian J. Soher, Maciej A. Mazurowski


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Deep learning in radiology: an overview of the concepts and a survey of the state of the art


Feb 10, 2018
Maciej A. Mazurowski, Mateusz Buda, Ashirbani Saha, Mustafa R. Bashir

* 27 pages, 4 figures 

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Deep Learning for identifying radiogenomic associations in breast cancer


Nov 29, 2017
Zhe Zhu, Ehab Albadawy, Ashirbani Saha, Jun Zhang, Michael R. Harowicz, Maciej A. Mazurowski


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Deep learning analysis of breast MRIs for prediction of occult invasive disease in ductal carcinoma in situ


Nov 28, 2017
Zhe Zhu, Michael Harowicz, Jun Zhang, Ashirbani Saha, Lars J. Grimm, E. Shelley Hwang, Maciej A. Mazurowski


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