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Safety and Privacy

MLLCV may interact with video streams, camera frames, model files, and gimbal control commands. Safety and privacy must be considered before any real deployment or data publication.

Do Not Commit

  • RTSP URLs with credentials
  • device IP addresses from private networks
  • API keys
  • private model weights
  • real surveillance footage
  • private faces
  • license plates
  • company interiors
  • raw human telemetry
  • private calibration files

Gimbal Control Safety

Before sending commands to real hardware:

  • test in dry-run mode
  • clamp yaw and pitch speed
  • clamp acceleration
  • validate frame timestamp freshness
  • stop if tracking confidence is low
  • stop if Kalman uncertainty is high
  • keep a manual emergency stop path

Dataset Safety

Before publishing a dataset:

  • blur faces and license plates
  • remove audio unless required
  • remove metadata that reveals location
  • avoid scenes containing sensitive equipment
  • use short sanitized clips
  • document dataset limitations

Security Review Areas

  • unsafe file loading
  • model loading risks
  • path traversal
  • dependency vulnerabilities
  • untrusted video inputs
  • uncontrolled UDP command output
  • accidental secret exposure