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