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Deep learning classification of COVID-19 in chest radiographs: performance and influence of supplemental training

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Date
2021-12-01
Authors
Fricks, Rafael B
Ria, Francesco
Chalian, Hamid
Khoshpouri, Pegah
Abadi, Ehsan
Bianchi, Lorenzo
Segars, William P
Samei, Ehsan
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Journal article
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https://hdl.handle.net/10161/24036
Published Version (Please cite this version)
10.1117/1.jmi.8.6.064501
Publication Info
Fricks, Rafael B; Ria, Francesco; Chalian, Hamid; Khoshpouri, Pegah; Abadi, Ehsan; Bianchi, Lorenzo; ... Samei, Ehsan (2021). Deep learning classification of COVID-19 in chest radiographs: performance and influence of supplemental training. Journal of Medical Imaging, 8(06). 10.1117/1.jmi.8.6.064501. Retrieved from https://hdl.handle.net/10161/24036.
This is constructed from limited available data and may be imprecise. To cite this article, please review & use the official citation provided by the journal.
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Scholars@Duke

Abadi

Ehsan Abadi

Assistant Professor in Radiology
Ehsan Abadi, PhD is an imaging scientist at Duke University. He serves as an Assistant Professor in the departments of Radiology and Electrical & Computer Engineering, a faculty member in the Medical Physics Graduate Program and Carl E. Ravin Advanced Imaging Laboratories, and a co-Lead in the Center for Virtual Imaging Trials. Ehsan’s research focuses on quantitative imaging and optimization, CT imaging, lung diseases, computational human modeling, and medical imag
Ria

Francesco Ria

Assistant Professor in the Department of Radiology
Dr. Francesco Ria is a medical physicist and he serves as an Assistant Professor in the Department of Radiology. Francesco has an extensive expertise in the assessment of procedure performances in radiology. In particular, his research activities focus on the simultaneous evaluation of radiation dose and image quality in vivo in computed tomography providing a comprehensive evaluation of radiological exams. Moreover, Francesco is developing and investigating novel mathematical models t
Samei

Ehsan Samei

Reed and Martha Rice Distinguished Professor of Radiology
Dr. Ehsan Samei, PhD, DABR, FAAPM, FSPIE, FAIMBE, FIOMP, FACR is a Persian-American medical physicist. He is a tenured Professor of Radiology, Medical Physics, Biomedical Engineering, Physics, and Electrical and Computer Engineering at Duke University, where he also serves as the Chief Imaging Physicist for Duke University Health System, the director of the Carl E Ravin Advanced Imaging Laboratories, and the director of Center for Virtual Imaging Trials. He is certi
Segars

William Paul Segars

Associate Professor in Radiology
Our current research involves the use of computer-generated phantoms and simulation techniques to investigate and optimize medical imaging systems and methods. Medical imaging simulation involves virtual experiments carried out entirely on the computer using computational models for the patients as well as the imaging devices. Simulation is a powerful tool for characterizing, evaluating, and optimizing medical imaging systems. A vital aspect of simulation is to have realistic models of the subje
Alphabetical list of authors with Scholars@Duke profiles.
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