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