CT-Based COVID-19 triage: Deep multitask learning improves joint identification and severity quantification
Medical Image Analysis(2021)
摘要
•Usage of most spatially detailed feature maps boosts classification quality within the proposed multitask framework.•A deep convolutional network for triage of COVID-19 patients based on identification and severity quantification scores.•A carefully selected independent external test set with other lung pathologies.•Publicly released annotated data and code to ensure reproducibility.
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关键词
COVID-19,Triage,Convolutional neural network,Chest computed tomography
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