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