Monitoring the movement of thousands or millions of people can be challenging since big crowds pose a variety of potential risks and complexities, including safety concerns, security issues, and traffic and transportation challenges. These enormous events frequently require crowd flow dynamics, safety assurance, and security. As a result, ensuring the efficient coordination of such large gatherings necessitates modern technology such as crowd management, crowd identification and counting, theft detection, smoke and fire detection, waste disposal,