NA-MIC Project WeeksOptimal DICOM de-identification for downstream research requires balancing removal and retention. We must scrub embedded PHI in both tags and pixels while preserving valuable non-PHI metadata (e.g., scan settings like depth). Even with both addressed, human review is still needed to catch misses.
We’re building a closed-loop system with two components:
The pipeline handles most de-identification automatically, but reviewers still face significant cognitive load when inspecting every metadata diff, OCR-flagged region, and fan crop. The OHIF mode currently surfaces areas in the DICOM metadata that require verification based on predefined rules but reviewers also need tools to edit PHI masks, OCR bounding boxes for non-PHI extraction, and fan geometry for fan-only pixel extraction.
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Deploy to testing environment and iterate on user feedback.
DICOM De-ID Loop
High Level Overview
DICOM De-ID Verification Mode
Individual DICOM Review:
Batch DICOM Review:
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This work is supported by NIH R01EB035679 and R21EB034075.