Counterfeiting remains a pervasive illegal activity that poses significant challenges to monetary 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. Sophisticate