Request Access to the Unified Mammography Benchmark
Access to this dataset is restricted. All access requests are manually reviewed before access is granted.
By requesting access, you agree to use the Unified Mammography Benchmark in accordance with these terms and with the licenses, data-use agreements, and conditions applicable to its constituent datasets.
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Unified Mammography Benchmark
The Unified Mammography Benchmark (UMB) is a harmonized, multi-source mammography benchmark developed to support research on breast cancer classification, with particular emphasis on dense breasts and multi-view mammographic analysis.
The benchmark integrates mammographic data originating from multiple sources and provides a standardized organization, harmonized preprocessing pipeline, consistent metadata, and patient-level representations suitable for developing and evaluating machine-learning and deep-learning methods.
Access
Access to the dataset files is gated and manually reviewed.
Researchers requesting access are required to provide information about their identity, institutional affiliation, intended use of the dataset, and research project.
Submitting an access request does not guarantee that access will be granted. Requests may be approved or rejected at the discretion of the dataset maintainer and according to the applicable licensing and data-use restrictions.
Important Notice
The Unified Mammography Benchmark incorporates data originating from multiple independent mammography datasets.
Access to UMB does not supersede, replace, or modify the licenses, terms of use, data-use agreements, citation requirements, or other restrictions imposed by the original dataset providers.
Users are responsible for ensuring that their use of the benchmark complies with all applicable conditions associated with the constituent datasets.
Intended Use
The Unified Mammography Benchmark is intended primarily for:
- academic and scientific research;
- development and evaluation of machine-learning methods;
- reproducibility studies;
- benchmarking of mammography classification systems;
- educational purposes.
The benchmark is not intended to serve as a clinical diagnostic system or as a substitute for professional medical judgment.
Data Use Conditions
By obtaining access to the Unified Mammography Benchmark, users agree to:
- use the dataset in accordance with the applicable terms of the constituent datasets;
- not attempt to identify or re-identify individuals represented in the data;
- not redistribute the dataset or provide dataset files to unauthorized third parties;
- use appropriate safeguards when storing and processing the data;
- properly acknowledge and cite the Unified Mammography Benchmark and the relevant original datasets when publishing work based on the benchmark.
Citation
Citation information for the Unified Mammography Benchmark will be provided here.
Users must also respect the citation requirements of the original constituent datasets.
Contact
Questions regarding access, usage, or the benchmark can be submitted through the Hugging Face repository.
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