The paper expounds the method, principle and main model structure of Deep Learning(DL), analyzes the application of DL in the field of medical imaging in China by taking brain diseases and breast cancer as examples, summarizes its limitations, including high difficulty of image acquisition, lack of data integrity, insufficient standardization of data acquisition, low pixel resolution of image, etc.