Cross-Site Severity Assessment of COVID-19 From CT Images via Domain Adaptation

Geng-Xin Xu,Chen Liu,Jun Liu,Zhongxiang Ding,Feng Shi,Man Guo,Wei Zhao,Xiaoming Li,Ying Wei,Yaozong Gao,Chuan-Xian Ren,Dinggang Shen

IEEE Transactions on Medical Imaging（2022）

引用 25|浏览38

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摘要

Early and accurate severity assessment of Coronavirus disease 2019 (COVID-19) based on computed tomography (CT) images offers a great help to the estimation of intensive care unit event and the clinical decision of treatment planning. To augment the labeled data and improve the generalization ability of the classification model, it is necessary to aggregate data from multiple sites. This task face...

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关键词

COVID-19,Computed tomography,Feature extraction,Task analysis,Prototypes,Pulmonary diseases,Hospitals

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