Computer Vision Systems Automating Real-Time Surveillance
#1Verkada, Avigilon (now Motorola Solutions), Verint, and Milestone Systems have deployed transformer-based computer vision analytics across tens of thousands of U.S. retail locations that continuously analyze live video feeds for shoplifting behavioral signatures — concealment motions, dwell-time anomalies, POS fraud gestures, and perimeter breaches — at accuracy rates that exceed human monitor performance on standard benchmarks. Walmart has publicly disclosed CV-based checkout fraud detection; Target has deployed similar systems. The 2023-2025 generation of these platforms has reduced false positive rates to levels that make automated alerting operationally viable without constant human review.