Abstract: Highlights•This research focuses on the automatic generation of reports based on images of skin pathologies.•There are three principal challenges when generating such reports: accuracy, efficiency, and visualization.•We propose AGNet, a novel and joint deep learning model to solve above challenges.•For the attention module, we propose a “similarity-attention” mechanism.
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