Passive surveillance solutions play a vital role in enhancing security, safety, and operational efficiency in various contexts. These solutions utilize technology such as cameras, sensors, and data analysis tools to monitor environments and detect events or anomalies without direct interaction. While providing continuous monitoring and valuable insights, passive surveillance must address privacy concerns and technical challenges to ensure effective and responsible implementation. Passive surveillance solutions involve the use of monitoring and observation techniques without actively engaging or interacting with the subject orenvironment being monitored. These solutions are often employed for security, safety, and data collection purposes. Passive surveillance can take various forms, including video monitoring, sensor-based detection, and data analysis