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10.3390/diagnostics11020315

http://scihub22266oqcxt.onion/10.3390/diagnostics11020315
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33671992!7919377!33671992
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suck abstract from ncbi


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pmid33671992      Diagnostics+(Basel) 2021 ; 11 (2): ä
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  • COVID-19 Detection by Optimizing Deep Residual Features with Improved Clustering-Based Golden Ratio Optimizer #MMPMID33671992
  • Chattopadhyay S; Dey A; Singh PK; Geem ZW; Sarkar R
  • Diagnostics (Basel) 2021[Feb]; 11 (2): ä PMID33671992show ga
  • The COVID-19 virus is spreading across the world very rapidly. The World Health Organization (WHO) declared it a global pandemic on 11 March 2020. Early detection of this virus is necessary because of the unavailability of any specific drug. The researchers have developed different techniques for COVID-19 detection, but only a few of them have achieved satisfactory results. There are three ways for COVID-19 detection to date, those are real-time reverse transcription-polymerize chain reaction (RT-PCR), Computed Tomography (CT), and X-ray plays. In this work, we have proposed a less expensive computational model for automatic COVID-19 detection from Chest X-ray and CT-scan images. Our paper has a two-fold contribution. Initially, we have extracted deep features from the image dataset and then introduced a completely novel meta-heuristic feature selection approach, named Clustering-based Golden Ratio Optimizer (CGRO). The model has been implemented on three publicly available datasets, namely the COVID CT-dataset, SARS-Cov-2 dataset, and Chest X-Ray dataset, and attained state-of-the-art accuracies of 99.31%, 98.65%, and 99.44%, respectively.
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