ucap

Depth-gated anonymization for egocentric video: redact bystanders outside the interaction zone, keep the manipulation signal, and flag every privacy/utility conflict for a human instead of failing silently. SAM 3 + UniDepth v2, 0 silent face leaks vs 57 for the EgoBlur baseline.