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 combat the circulation of copyright. Complex printing techniques and the use of digital forgery meth