In the tide of digitalization, video surveillance has evolved from a simple security tool to a critical pillar of social governance, industrial operations, and daily life. From cameras on street corners to intelligent monitoring of industrial production lines, video surveillance technology is reshaping the operations of various industries through its intelligent, networked, and integrated...