Counterfeiting remains a pervasive illegal activity that poses significant challenges to financial institutions worldwide. The ever-evolving sophistication of counterfeiters presents an ongoing battle for authorities, as they strive to identify and mitigate the circulation of copyright. Sophisticated printing techniques and the use of digital fraud