How a frontline border security unit eliminated nuisance alarms and deployed autonomous cross-camera tracking across long-range optical and thermal cameras with zero external network connectivity.
A frontline defense force responsible for a 42km remote international boundary suffered severe operator fatigue from legacy motion sensors triggering 200+ false alarms per shift due to blowing tumbleweeds, wild animals, and sandstorms. In under 48 hours, Sentinel was deployed onto local tactical edge servers connected to 84 existing optical and thermal cameras. Sentinel eliminated 94% of false alarms, automated PTZ slew-to-cue tracking, and provided patrol units with live breadcrumb trails for intercepted incursions in under 800 milliseconds.
The operational challenge centered on sensor noise and operator cognitive exhaustion. Traditional pixel-motion algorithms treated shifting shadows and dust storms with identical urgency as human infiltration teams, causing control room operators to miss real breaches or disable siren triggers entirely.
Furthermore, because the outposts operated across bandwidth-starved tactical microwave relays, streaming raw multi-camera video back to a central headquarters was technically unfeasible and presented severe cybersecurity vulnerabilities.
Sentinel was deployed on three ruggedized 2U edge appliances stationed at regional relay towers, completely disconnected from the public internet. The software ingested raw RTSP feeds from a mixed fleet of existing Axis optical cameras and uncooled FLIR thermal cameras.
Sentinel’s spatial-temporal neural networks were calibrated to distinguish human locomotion, crawling postures, and vehicle dust plumes from environmental brush motion. Once calibrated, Sentinel automated PTZ crosshairs to track intruders as they moved between non-overlapping sector boundaries.
Within 14 days of activation, Sentinel intercepted 100% of simulated and live perimeter incursions. False alarms dropped from over 200 per shift to fewer than 5, restoring complete operator trust in the alert system.
Patrol teams reported an average intercept time reduction of 62%, as dispatchers no longer had to verbally describe intruder locations; Sentinel automatically transmitted live spatial breadcrumbs directly to mobile tactical consoles.
Deploy a 30-day proof-of-concept on 10 to 50 of your existing camera streams in under 48 hours.