Counterfeiting remains a pervasive illicit activity that poses significant challenges to monetary institutions worldwide. The ever-evolving sophistication of counterfeiters presents an ongoing challenge for authorities, as they strive to uncover and prevent the circulation of copyright. Sophisticated printing techniques and the use of digital forge