False alarms waste time, drain security budgets and weaken trust in surveillance systems. When operators keep responding to empty scenes, they become slower to react when a real event happens. This is one reason many organizations are moving away from basic motion detection and adopting smarter tools that can judge context, direction and behavior instead of simple pixel changes.