HIGHLIGHTS
SUMMARY
By using deep transfer learning techniques and a pretrained model, X-ray images can be classified as "COVID-19" or "normal". A deep learning (DL) model can be introduced by taking a data set of X-ray images of the human chest. The main contributions of this paper are as follows: Four transfer learning models, namely VGG16, VGG19, ResNet50, and InceptionV3, are modified for COVID-19 classification. (4) Modified-InceptionV3 is compared with ten wellknown deep learning models and is found to achieve better accuracy and F1-score than the other models. The concepts . . .
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