
Modern identity verification increasingly relies on digital images that are unfortunately prone to being duplicated, manipulated, or misappropriated by malicious actors looking to deceive. This transition from alphanumeric credentials to biometric-dependent systems has been remarkably swift, leaving many traditional security protocols obsolete in the face of sophisticated visual forgery. In our current environment, profile pictures on professional networks and social










