The Pathology AI Library

The library

Stain and Scanner Variability

Why a model trained in one laboratory degrades in another.

Cost
Free
Hardware
Runs on any laptop
Scanner
Not required
Your data
Stays on your machine
Licence
unknown
Maturity
production
Paper

What it is

Collected evidence and tooling around colour, stain protocol and scanner differences as a source of performance loss, and the normalisation approaches used to mitigate it โ€” none of which fully solve the problem.

Licence notes

Published document; check the publisher's terms for reuse.

Related

Catalogued 2026-08-02, last checked 2026-08-02. View the source record ยท Report an error