Liveness spoofing detection is crucial in maintaining the integrity of biometric security systems, especially in the context of fingerprint recognition and face recognition. Anti spoofing measures are implemented to prevent unauthorized access and ensure the accuracy of biometric data. Biometrics, such as fingerprint recognition and face recognition, are unique identifiers used for identity verification and...