Accurate Screening of COVID-19 Using Attention-Based Deep 3D Multiple Instance Learning

Han, Zhongyi; Wei, Benzheng; Hong, Yanfei; Li, Tianyang; Cong, Jinyu; Zhu, Xue; Wei, Haifeng; Zhang, Wei

doi:10.1109/tmi.2020.2996256

Public

Accurate Screening of COVID-19 Using Attention-Based Deep 3D Multiple Instance Learning

Published in IEEE Transactions on Medical Imaging • May 21, 2020

Authors:

Zhongyi Han

Benzheng Wei

Yanfei Hong

Abstract

Automated Screening of COVID-19 from chest CT is of emergency and importance during the outbreak of SARS-CoV-2 worldwide in 2020. However, accurate screening of COVID-19 is still a massive challenge due to the spatial complexity of 3D volumes, the labeling difficulty of infection areas, and the slig...

Subject

Interpretability

Artificial intelligence

Coronavirus disease 2019 (COVID-19)

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