Counterfeiting poses a significant threat to global economic stability. To minimize this problem, robust techniques are essential for both detection and prevention. Advanced technologies such as state-of-the-art imaging, physical analysis, and fingerprint features are employed to verify genuine currency from counterfeits. Law enforcement agencies w