With globalization and advanced printing technologies, the circulation of imitation euros has become a prevalent concern. Criminals are constantly developing their techniques to create authentic replicas, making it difficult for authorities and citizens to detect them. The sophistication of these forgeries poses a considerable threat to the Europea