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- W4285336176 abstract "The new coronavirus (COVID-2019) epidemic outbreak has devastating impacts on people's daily lives and public healthcare systems. The chest X-ray image is an effective tool for diagnosing new coronavirus diseases. This paper proposes a new method to identify the new coronavirus from chest X-ray images to assist radiologists in fast and accurate image reading. We first enhance the contrast of X-ray images by using adaptive histogram equalization and eliminating image noise by using a median filter. Then, the X-ray image is fed to a sophisticated deep neural network (FAC-DPN-SENet) proposed by us to train a classifier, which is used to classify an X-ray image as usual or COVID-2019 or other pneumonia. Applying our method to a standard dataset, we achieve a classification accuracy of 93%, which is significantly better performance than several other state-of-the-art models, such as ResNet and DenseNet. This shows that the proposed method can be used as an effective tool to detect COVID-2019." @default.
- W4285336176 created "2022-07-14" @default.
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- W4285336176 date "2021-11-01" @default.
- W4285336176 modified "2023-10-14" @default.
- W4285336176 title "A new method for detecting COVID-19 combining deep learning with improved histogram equalization and median filter" @default.
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- W4285336176 doi "https://doi.org/10.1109/icaice54393.2021.00032" @default.
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