The occurrence of fabricated bank documents is escalating into a significant issue globally. Fraudsters are increasingly producing convincing replicas to facilitate deceptive activities, ranging loan applications, account theft, and unauthorized payments . These untrue versions of financial information pose a considerable hurdle for credit institut