Counterfeiting presents a significant threat to global financial stability. To minimize this problem, robust techniques are required for both detection and prevention. Advanced methods such as sophisticated imaging, physical analysis, and fingerprint features are employed to identify genuine currency from counterfeits. Law enforcement agencies coll