# Medical imaging data for AI training

URL: https://aidataforsale.com/data/medical-imaging-data
Publisher: AI Data For Sale (Marketing Signals Ltd)
Updated: 2026-11-10

License de-identified medical images (radiology, pathology, dermatology, dental) for AI training under HIPAA, with expert determination or safe harbor checks first.

## Summary

- Medical imaging datasets train diagnostic and triage models, and labels from qualified clinicians are what make them valuable.
- Under HIPAA, imaging data must be de-identified by safe harbor or expert determination before it can be licensed outside a business associate relationship.
- Identifiers hide in DICOM headers and burned into pixels, so de-identification covers both.
- Health systems, imaging centers, dental and veterinary practices and research groups are the usual holders.

## Specification

| Field | Detail |
| --- | --- |
| What it is | Radiology (X-ray, CT, MRI, ultrasound), pathology slides, dermatology, ophthalmology and dental images with reports or labels. |
| Measured in | Studies, images or slides, by modality, body part and finding. |
| Who buys | Medical AI companies, device makers and research groups; increasingly general labs adding health capability. |
| Where it comes from | Hospitals and health systems, imaging and diagnostic centers, specialist practices, dental groups and research archives. |
| Rights to clear | HIPAA, state health privacy laws, patient consent forms, research protocols and data use agreements. |
| Privacy | Patient identifiers in DICOM metadata, burned-in annotations and facial features in head scans; HIPAA de-identification required. |
| Pricing signal | Priced by study, modality and label quality. Expert-labeled rare findings command the most. |

## HIPAA first

Protected health information can only be shared outside HIPAA's permitted uses if it has been de-identified. The US Department of Health and Human Services describes two methods: safe harbor, which removes 18 types of identifiers, and expert determination, where a qualified expert certifies the risk of re-identification is very small ([HHS](https://www.hhs.gov/hipaa/for-professionals/special-topics/de-identification)). Imaging deals usually use expert determination because it can preserve useful dates and details that safe harbor would strip.

## Where identifiers hide in images

- DICOM header fields (names, IDs, dates, institution, referring physician)
- Text burned into pixels by the scanner or annotations
- Facial features reconstructable from head CT and MRI
- File names and folder structures

## What makes imaging data valuable

- Labels or reports from qualified clinicians, ideally with structured findings
- Rare conditions and underrepresented populations
- Follow-up studies showing outcomes
- Multiple scanner vendors and sites, which helps models generalize

## Deal structure

Health data deals often involve a data use agreement, a de-identification certificate and limits on re-identification and linking. Some providers license only through a research partnership. We help you work out which route fits before any data is prepared.

## Questions

### Can a practice sell patient images?

Not as identifiable patient data. Images must be de-identified under HIPAA before licensing, and state law and patient consent forms also apply. Many deals use an expert determination.

### Are radiology reports included?

Often, after de-identification. Reports supply the labels that make images useful for training.

### Can veterinary images be licensed?

Yes, and HIPAA does not apply to animal records, though owner details still need removing.

## Next steps

- [Request this data](https://aidataforsale.com/request-data)
- [License data like this](https://aidataforsale.com/list-your-data)

## Sources

- [US HHS: Guidance on de-identification of protected health information under HIPAA](https://www.hhs.gov/hipaa/for-professionals/special-topics/de-identification)