Selected article for: "China people and rapidly spread"
Author: Narin, Ali; Kaya, Ceren; Pamuk, Ziynet
Title: Automatic detection of coronavirus disease (COVID-19) using X-ray images and deep convolutional neural networks
  • Cord-id: 2zmel98u
  • Document date: 2021_5_9
    • ID: 2zmel98u
    Snippet: The 2019 novel coronavirus disease (COVID-19), with a starting point in China, has spread rapidly among people living in other countries and is approaching approximately 101,917,147 cases worldwide according to the statistics of World Health Organization. There are a limited number of COVID-19 test kits available in hospitals due to the increasing cases daily. Therefore, it is necessary to implement an automatic detection system as a quick alternative diagnosis option to prevent COVID-19 spreadi
    Document: The 2019 novel coronavirus disease (COVID-19), with a starting point in China, has spread rapidly among people living in other countries and is approaching approximately 101,917,147 cases worldwide according to the statistics of World Health Organization. There are a limited number of COVID-19 test kits available in hospitals due to the increasing cases daily. Therefore, it is necessary to implement an automatic detection system as a quick alternative diagnosis option to prevent COVID-19 spreading among people. In this study, five pre-trained convolutional neural network-based models (ResNet50, ResNet101, ResNet152, InceptionV3 and Inception-ResNetV2) have been proposed for the detection of coronavirus pneumonia-infected patient using chest X-ray radiographs. We have implemented three different binary classifications with four classes (COVID-19, normal (healthy), viral pneumonia and bacterial pneumonia) by using five-fold cross-validation. Considering the performance results obtained, it has been seen that the pre-trained ResNet50 model provides the highest classification performance (96.1% accuracy for Dataset-1, 99.5% accuracy for Dataset-2 and 99.7% accuracy for Dataset-3) among other four used models.

    Search related documents:
    Co phrase search for related documents
    • accuracy obtain and adam optimizer: 1
    • accuracy value and acute ards respiratory distress syndrome: 1, 2
    • accuracy value and acute respiratory syndrome: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15
    • accuracy value and adam optimizer: 1
    • accuracy value and loss value: 1, 2, 3
    • accurately quickly and acute ards respiratory distress syndrome: 1
    • accurately quickly and acute respiratory syndrome: 1, 2, 3, 4
    • achievable goal and acute respiratory syndrome: 1, 2
    • activation function and acute ards respiratory distress syndrome: 1, 2, 3, 4
    • activation function and acute respiratory syndrome: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19
    • activation function and adam optimizer: 1, 2, 3
    • activation function and addition important: 1
    • activation function and loss value: 1
    • active patient and acute ards respiratory distress syndrome: 1, 2
    • active patient and acute respiratory syndrome: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17
    • active patient number and acute respiratory syndrome: 1
    • acute ards respiratory distress syndrome and addition important: 1, 2, 3
    • acute respiratory syndrome and addition important: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22
    • acute respiratory syndrome and loss value: 1, 2