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With the development of artificial intelligence, the theory and application of deep learning method has become the focus study.In the field of medicine, medical image analysis methods such as reading images by human eyes are gradually unable to meet the diagnostic needs of an increasing amount of images.Therefore, the application of deep learning methods in medical images is a hotspot.This paper summarizes the research progress of deep learning methods in medical image segmentation, image classification and recognition, and computer aided diagnosis.