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The framework COVID19XrayNet in this study. This study proposed two newly designed layers, i.e., feature smoothing layer (FSL) and feature extraction layer (FEL). The framework of the pre-trained ResNet34 model was revised to solve the COVID-19 detection problem in this study. The dashed-line box is the framework of ResNet34. The bottom part illustrates the framework proposed in this study
