CT-Based COVID-19 triage: Deep multitask learning improves joint identification and severity quantification

The current COVID-19 pandemic overloads healthcare systems, including radiology departments. Though several deep learning approaches were developed to assist in CT analysis, nobody considered study triage directly as a computer science problem. We describe two basic setups: Identification of COVID-1...

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Vydáno v:Med Image Anal
Hlavní autoři: Goncharov, Mikhail, Pisov, Maxim, Shevtsov, Alexey, Shirokikh, Boris, Kurmukov, Anvar, Blokhin, Ivan, Chernina, Valeria, Solovev, Alexander, Gombolevskiy, Victor, Morozov, Sergey, Belyaev, Mikhail
Médium: Artigo
Jazyk:Inglês
Vydáno: The Authors. Published by Elsevier B.V. 2021
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Article
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC8015379/
https://ncbi.nlm.nih.gov/pubmed/33932751
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1016/j.media.2021.102054
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