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Facial recognition technology has evolved considerably, from traditional methods based on 2D images to more sophisticated 3D facial recognition systems. The integration of deep learning techniques has marked a significant milestone, enabling systems to achieve human-level accuracy in certain scenarios. Despite these advancements, several challenges persist, including the need for large datasets for training, vulnerability to spoofing attacks, and ethical concerns related to privacy and data security.