A transfer learning method with deep residual network for pediatric pneumonia diagnosis

•Proposed a residual structure with dilated convolution for the classification of pediatric pneumonia images.•Suggested an automated diagnostic algorithm for pediatric pneumonia to be used for end-to-end learning.•Efficiently solves the problem of low image resolution, partial occlusion and/or overl...

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