In contemporary times, we frequently encounter manipulated images, videos, and audio content that are explicitly inappropriate, contributing to misinformation and intentional deceit. Such content has the potential to sow discord in society, heighten polarization, and manipulate narratives on social media with remarkable ease and widespread impact. One such phenomenon is referred to as Deepfake technology....