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Editors & quality reviewers

False-positive correction

Understand how multi-frame confirmation and operator review prevent random objects from staying blurred.

Privacy review
Camera scene used to review automatic detections
3 tracks protectedNever uploaded
1Scene-cut behaviour
2Track persistence
3False-mask removal

Without a privacy gate

The expensive problem

Face-like textures can produce distracting masks when every single-frame candidate is accepted.

With CensorFlow

The protected result

Unstable candidates are filtered; the reviewer removes any remaining non-face track before export.

Important

This is a workflow demonstration, not a claimed accuracy test.

The toggle explains how source footage becomes a protected, reviewable export. Real detection performance varies with camera, light, pose, scale, codec and scene complexity. Test CensorFlow on representative footage and approve the final export with a person.