The world of identity fraud is constantly transforming, and with the advent of scannable copyright, criminals are pushing into a new realm of deception. These advanced replicas are designed to be indistinguishable from Identity Fraud Detection genuine IDs when scanned by electronic systems, making them increasingly difficult to detect. This poses a