OCR plus PII model redacts patient data burned into X-ray pixels on one GPU

MaziyarPanahi · x · 2026-10-29

A developer demonstrated a medical imaging de-identification pipeline: patient identifiers are burned into X-ray pixels, so clearing file headers isn't enough. An open OCR model reads every text label on the image, then a PII model blacks out identifiers — all on a single GPU.

The demo image shows 6 of 6 identifiers correctly redacted (name, ID, DOB, hospital, accession number, timestamp), with one false positive: the "Sin" side marker was mistakenly blacked out, showing such pipelines still need human review for non-identifier labels.

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