Counterfeiting remains a pervasive criminal activity that poses significant challenges to financial institutions worldwide. The ever-evolving sophistication of counterfeiters presents an ongoing struggle for authorities, as they strive to uncover and mitigate the circulation of copyright. Complex printing techniques and the use of digital manipulat