EMory BrEast Imaging Dataset (EMBED)
Provided by: Health Innovation and Translational Informatics Lab at Emory University (hitilab.com), part of the AWS Open Data Sponsorship Program
Provided by: Health Innovation and Translational Informatics Lab at Emory University (hitilab.com), part of the AWS Open Data Sponsorship Program
EMory BrEast Imaging Dataset (EMBED)
Provided by: Health Innovation and Translational Informatics Lab at Emory University (hitilab.com), part of the AWS Open Data Sponsorship Program
Provided by: Health Innovation and Translational Informatics Lab at Emory University (hitilab.com), part of the AWS Open Data Sponsorship Program
This product is part of the AWS Open Data Sponsorship Program and contains data sets that are publicly available for anyone to access and use. No subscription is required. Unless specifically stated in the applicable data set documentation, data sets available through the AWS Open Data Sponsorship Program are not provided and maintained by AWS.
Description
EMBED is a racially diverse mammography dataset containing 3.4M screening and diagnostic images from 110,000 patients collected from 2013-2020, with an equal representation of black and white women. The dataset is comprised of 2D, synthetic 2D (C-view), and 3D (digital breast tomosynthesis, i.e. DBT) images. It contains 60,000 annotated lesions linked to structured imaging descriptors and ground truth pathologic outcomes grouped into six severity classes. This release represents 20% of the total 2D and C-view dataset and is available for research use. DBT, US, and MRI exams will be added at a later date. Acknowledgements - We would like to thank Glendor, Inc and MD.ai for assistance with image de-identification.
License
Documentation
How to cite
EMory BrEast Imaging Dataset (EMBED) was accessed on DATE from https://registry.opendata.aws/emory-breast-imaging-dataset-embed .
In addition, please cite the following publication - https://pubs.rsna.org/doi/epdf/10.1148/ryai.220047
Update frequency
New data to be added annually
Support information
Managed by: Health Innovation and Translational Informatics Lab at Emory University (hitilab.com)
Contact: hari.trivedi@emory.edu
General AWS Data Exchange support
Resources on AWS
Description
EMBED dataset and tables
Resource type
S3 Bucket
Amazon Resource Name (ARN)
arn:aws:s3:::embed-dataset-openAWS Region
us-west-2Controlled access
Usage examples
Tutorials
- Sample Notebook by Emory-HITI
Publications
- The EMory BrEast imaging Dataset (EMBED): A Racially Diverse, Granular Dataset of 3.4M Screening and Diagnostic Mammograms by Jiwoong J. Jeong, Brianna L. Vey, Ananth Reddy, Thomas Kim, Thiago Santos, Ramon Correa, Raman Dutt, Marina Mosunjac, Gabriela Oprea-Ilies, Geoffrey Smith, Minjae Woo, Christopher R. McAdams, Mary S. Newell, Imon Banerjee, Judy Gichoya, Hari Trivedi