Breast imaging datasets

This page lists the breast imaging datasets that we keep locally. Each entry gives the source, the size of our copy, and the labels that it has. The counts are for our copy, which can be a subset of the published dataset. Each dataset has its own page with an example breast and its labels.

Dataset Images Source Labels
EMBED (subset) 27,438 Emory University, USA Density, BI-RADS, pathology, lesion boxes
VinDr-Mammo 20,000 Two hospitals, Vietnam Density, BI-RADS, finding boxes
M-SYNTH 14,760 FDA VICTRE simulation Density, lesion truth and position
CMMD 5,202 China Benign or malignant, molecular subtype
TOMPEI-CMMD 1,385 annotations Annotations for CMMD Lesion outlines
CBIS-DDSM (mass) 1,592 Scanned film, USA BI-RADS, pathology, mass masks
CDD-CESM 1,004 Egypt BI-RADS, lesion outlines, reports
DMID 510 India Lesion masks, reports
INbreast 412 Porto, Portugal Density, BI-RADS, lesion outlines

EMBED, VinDr-Mammo and INbreast do not allow their images to be redistributed, so their pages show a schematic of the label types instead of a real image. The figures are made by scripts/make_dataset_figures.py.