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10.1016/j.chaos.2020.110190

http://scihub22266oqcxt.onion/10.1016/j.chaos.2020.110190
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suck abstract from ncbi


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pmid32836918      Chaos+Solitons+Fractals 2020 ; 140 (ä): 110190
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  • A deep learning and grad-CAM based color visualization approach for fast detection of COVID-19 cases using chest X-ray and CT-Scan images #MMPMID32836918
  • Panwar H; Gupta PK; Siddiqui MK; Morales-Menendez R; Bhardwaj P; Singh V
  • Chaos Solitons Fractals 2020[Nov]; 140 (ä): 110190 PMID32836918show ga
  • The world is suffering from an existential global health crisis known as the COVID-19 pandemic. Countries like India, Bangladesh, and other developing countries are still having a slow pace in the detection of COVID-19 cases. Therefore, there is an urgent need for fast detection with clear visualization of infection is required using which a suspected patient of COVID-19 could be saved. In the recent technological advancements, the fusion of deep learning classifiers and medical images provides more promising results corresponding to traditional RT-PCR testing while making detection and predictions about COVID-19 cases with increased accuracy. In this paper, we have proposed a deep transfer learning algorithm that accelerates the detection of COVID-19 cases by using X-ray and CT-Scan images of the chest. It is because, in COVID-19, initial screening of chest X-ray (CXR) may provide significant information in the detection of suspected COVID-19 cases. We have considered three datasets known as 1) COVID-chest X-ray, 2) SARS-COV-2 CT-scan, and 3) Chest X-Ray Images (Pneumonia). In the obtained results, the proposed deep learning model can detect the COVID-19 positive cases in ?
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