All datasets
Application requiredXRAY

MURA: MSK Xrays

MURA is a dataset of de-identified upper-extremity musculoskeletal radiographs. Each study was manually classified by radiologists as normal or abnormal.

Licence and access

The standard Stanford AIMI shared-data license is restricted to non-commercial purposes. Commercial use requires a separate application, Stanford approval, a signed commercial license, and payment of the applicable annual fee.

application requiredcommercial use restrictedredistribution restricted
Visit official sourcelast verified 2026-09-02
Access status: Access requires an application, data-use agreement, registration workflow or institutional approval.
Coverage
shoulderotherclassificationin vivo
subjects
12,173
images
40,561
formats
not verified
origin
not verified
Citation
Rajpurkar P, Irvin J, Bagul A, et al. MURA: Large Dataset for Abnormality Detection in Musculoskeletal Radiographs. MIDL 2018. DOI: 10.48550/arXiv.1712.06957.
Notes

The original Stanford description and publication report 12,173 patients, 14,863 studies and 40,561 images. The current Stanford AIMI interface displays 40,013 files. The reason for this difference and the exact downloadable file format could not be verified.

This record is a pointer. Licence and access terms are recorded as they stood on the verification date above; what binds you is the dataset's own licence text. Confirm at the source before use.

Orthopedic AI Research Updates

Monthly research digest, product updates, and clinical AI insights.

Unsubscribe anytime.

MURA: MSK Xrays, dataset record