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10.1016/j.compeleceng.2020.106960

http://scihub22266oqcxt.onion/10.1016/j.compeleceng.2020.106960
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suck abstract from ncbi


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pmid33518824      Comput+Electr+Eng 2021 ; 90 (ä): 106960
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  • Prediction of COVID-19 - Pneumonia based on Selected Deep Features and One Class Kernel Extreme Learning Machine #MMPMID33518824
  • Khan MA; Kadry S; Zhang YD; Akram T; Sharif M; Rehman A; Saba T
  • Comput Electr Eng 2021[Mar]; 90 (ä): 106960 PMID33518824show ga
  • In this work, we propose a deep learning framework for the classification of COVID-19 pneumonia infection from normal chest CT scans. In this regard, a 15-layered convolutional neural network architecture is developed which extracts deep features from the selected image samples - collected from the Radiopeadia. Deep features are collected from two different layers, global average pool and fully connected layers, which are later combined using the max-layer detail (MLD) approach. Subsequently, a Correntropy technique is embedded in the main design to select the most discriminant features from the pool of features. One-class kernel extreme learning machine classifier is utilized for the final classification to achieving an average accuracy of 95.1%, and the sensitivity, specificity & precision rate of 95.1%, 95%, & 94% respectively. To further verify our claims, detailed statistical analyses based on standard error mean (SEM) is also provided, which proves the effectiveness of our proposed prediction design.
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