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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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