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10.1007/s12539-020-00393-5

http://scihub22266oqcxt.onion/10.1007/s12539-020-00393-5
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32959234!7505483!32959234
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suck abstract from ncbi


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pmid32959234      Interdiscip+Sci 2020 ; 12 (4): 555-565
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  • COVID19XrayNet: A Two-Step Transfer Learning Model for the COVID-19 Detecting Problem Based on a Limited Number of Chest X-Ray Images #MMPMID32959234
  • Zhang R; Guo Z; Sun Y; Lu Q; Xu Z; Yao Z; Duan M; Liu S; Ren Y; Huang L; Zhou F
  • Interdiscip Sci 2020[Dec]; 12 (4): 555-565 PMID32959234show ga
  • The novel coronavirus severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) has caused a major pandemic outbreak recently. Various diagnostic technologies have been under active development. The novel coronavirus disease (COVID-19) may induce pulmonary failures, and chest X-ray imaging becomes one of the major confirmed diagnostic technologies. The very limited number of publicly available samples has rendered the training of the deep neural networks unstable and inaccurate. This study proposed a two-step transfer learning pipeline and a deep residual network framework COVID19XrayNet for the COVID-19 detection problem based on chest X-ray images. COVID19XrayNet firstly tunes the transferred model on a large dataset of chest X-ray images, which is further tuned using a small dataset of annotated chest X-ray images. The final model achieved 0.9108 accuracy. The experimental data also suggested that the model may be improved with more training samples being released. COVID19XrayNet, a two-step transfer learning framework designed for biomedical images.
  • |*Deep Learning[MESH]
  • |*Models, Biological[MESH]
  • |*Neural Networks, Computer[MESH]
  • |*X-Rays[MESH]
  • |Algorithms[MESH]
  • |Betacoronavirus[MESH]
  • |COVID-19[MESH]
  • |COVID-19 Testing[MESH]
  • |Clinical Laboratory Techniques/*methods[MESH]
  • |Coronavirus[MESH]
  • |Coronavirus Infections/complications/*diagnosis/diagnostic imaging/virology[MESH]
  • |Databases, Factual[MESH]
  • |Datasets as Topic[MESH]
  • |Humans[MESH]
  • |Lung/*diagnostic imaging[MESH]
  • |Machine Learning[MESH]
  • |Pandemics[MESH]
  • |Pneumonia, Viral/complications/*diagnosis/diagnostic imaging/virology[MESH]
  • |Pneumonia/diagnosis/diagnostic imaging/etiology/virology[MESH]
  • |Radiography/methods[MESH]
  • |Reference Values[MESH]
  • |SARS-CoV-2[MESH]


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  • suck abstract from ncbi

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