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 detect and mitigate the circulation of copyright. Complex printing techniques and the use of digital forgery metho