The occurrence of fabricated bank records is becoming a significant issue globally. Scammers are progressively producing sophisticated copies to facilitate unlawful activities, ranging loan applications, account theft, and unauthorized transactions . These misleading items of monetary information present a major challenge for credit institutions an