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10.3390/ijerph18063056

http://scihub22266oqcxt.onion/10.3390/ijerph18063056
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33809665!8002268!33809665
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suck abstract from ncbi


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pmid33809665      Int+J+Environ+Res+Public+Health 2021 ; 18 (6): ä
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  • Role of Hybrid Deep Neural Networks (HDNNs), Computed Tomography, and Chest X-rays for the Detection of COVID-19 #MMPMID33809665
  • Irfan M; Iftikhar MA; Yasin S; Draz U; Ali T; Hussain S; Bukhari S; Alwadie AS; Rahman S; Glowacz A; Althobiani F
  • Int J Environ Res Public Health 2021[Mar]; 18 (6): ä PMID33809665show ga
  • COVID-19 syndrome has extensively escalated worldwide with the induction of the year 2020 and has resulted in the illness of millions of people. COVID-19 patients bear an elevated risk once the symptoms deteriorate. Hence, early recognition of diseased patients can facilitate early intervention and avoid disease succession. This article intends to develop a hybrid deep neural networks (HDNNs), using computed tomography (CT) and X-ray imaging, to predict the risk of the onset of disease in patients suffering from COVID-19. To be precise, the subjects were classified into 3 categories namely normal, Pneumonia, and COVID-19. Initially, the CT and chest X-ray images, denoted as 'hybrid images' (with resolution 1080 x 1080) were collected from different sources, including GitHub, COVID-19 radiography database, Kaggle, COVID-19 image data collection, and Actual Med COVID-19 Chest X-ray Dataset, which are open source and publicly available data repositories. The 80% hybrid images were used to train the hybrid deep neural network model and the remaining 20% were used for the testing purpose. The capability and prediction accuracy of the HDNNs were calculated using the confusion matrix. The hybrid deep neural network showed a 99% classification accuracy on the test set data.
  • |*COVID-19[MESH]
  • |*Deep Learning[MESH]
  • |Humans[MESH]
  • |Neural Networks, Computer[MESH]
  • |Radiography, Thoracic[MESH]
  • |SARS-CoV-2[MESH]
  • |Tomography, X-Ray Computed[MESH]


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