Active face liveness detection is a security measure used in biometric systems to confirm that a live person, rather than a fraudulent representation like a photo or mask, is present during authentication. This method requires users to perform specific actions in real-time, such as blinking, smiling, or turning their head, to demonstrate liveness. By analyzing these prompted movements, the system can effectively distinguish between genuine users and potential spoofing attempts