In this project, we will study the research area “explainable AI” that enables the outputs from the AI systems to exhibit a certain degree of explainable capability in order for clinical experts to better understand how AI systems diagnose diseases. The feedback from the clinical experts could in turn help us to develop better deep learning algorithms in the next round.