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