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