DeepLesion is a large-scale CT image dataset to help the scientific community improve the accuracy of lesion detection. The dataset has more than 32,000 annotated lesions (220GB) on CT images. The dataset contains a variety of lesion types, such as lung nodules, liver tumors, lymphadenopathy, etc. This dataset has the potential to be applied to various types of medical images.