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ML-Assisted Motion Analysis

Transform detections into actionable trajectory intelligence

Advanced multi-object tracking reconstructs accurate 2D motion paths from dynamic, free-moving sensors by compensating for camera egomotion.

Capabilities

  • ByteTrack algorithm for consistent cross-frame object association
  • Egomotion decomposition for true trajectory recovery
  • Low latency and minimal memory requirements
  • Configurable parameters for mission-specific tuning

2D Motion Anomaly Detection (In Development)

  • Identifies trajectories diverging from mission-defined behavioral norms
  • ML models flag subtle deviations and overtly anomalous flight paths
  • Configurable for perimeter violations, loitering, rapid incursions
  • Above-threshold detections trigger automated alerting