In　order　to　overcome　the　limitations　of　traditional　methods　for　detecting　melanoma　in　dermoscopy　images,　a　novel　method　based　on　deep　learning　for　melanoma　detection　in　dermoscopy　images　is　proposed　in　this　paper.　This　detection　method　combines　deep　learning　method,　realizes　the　combination　of　deep　learning　method　and　traditional　detection　method　of　melanoma　in　dermoscopy　image,　and　fully　utilizes　the　advantages　of　convolution　neural　network,　residual　network　and　transfer　learning.　The　results　show　that　the　detection　method　has　strong　feasibility　and　can　effectively　improve　the　accuracy　of　melanoma　detection　in　dermoscopy　images.　©　2020　IEEE.