This dataset contains 10015 dermatoscopic images of pigmented lesions for patients in 7 diagnostic categories. For more than half of the subjects, the diagnosis was confirmed through histopathology and for the rest of the patience through follow-up examinations, expert consensus, or by in-vivo confocal microscopy. More information about the dataset and the diagnosis categories, features and patience conditions besides the links to download the dataset can be found on either Harvard Dataverse https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/DBW86T or on Kaggle https://www.kaggle.com/kmader/skin-cancer-mnist-ham10000/home. This dataset is for non-commercial use only.

Here is some information regarding the dataset:

Number of Images: 10015 dermatoscopic images

Number of categories: 7 diagnostic categories of pigmented lesions

If you use this dataset:

Make sure to read the Terms of Use carefully, which is available on the same page and needs confirmation before downloading the data files. This dataset is for non-commercial use only.

Make sure to cite the dataset:

Tschandl, Philipp, 2018, The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions, https://doi.org/10.7910/DVN/DBW86T, Harvard Dataverse, V1, UNF:6:IQTf5Cb+3EzwZ95U5r0hnQ== [fileUNF]

keywords: Vision, Image, Biology and Health, Classification