Challenges to video-based perimeter protection
False or missed alarms due to environmental interference
Non-target triggers like birds, leaves, or shadows often cause false alarms, while real threats may be missed due to complex environmental factors
Difficulty in quickly improving alarm accuracy
Traditional systems lack adaptive capabilities, making it hard to rapidly optimize detection performance and reduce false alerts
Inconsistent alarm accuracy across scenarios
Detection reliability varies between different environments, leading to unstable security performance