CCTV Camera

CCTV cameras are increasingly utilized for surveillance, with research focusing on enhancing their capabilities beyond simple recording. Current efforts concentrate on developing AI-driven systems using deep learning architectures like YOLOv8, ConvLSTMs, and other CNN-RNN combinations for tasks such as anomaly detection (e.g., unauthorized personnel, falls, or hostile activity), traffic analysis (via homography-based perspective correction), and efficient data extraction for improved situational awareness. These advancements offer significant potential for improving public safety, traffic management, and infrastructure maintenance through real-time analysis and actionable insights, while also raising important considerations regarding privacy and ethical implications.