The proliferation of deepfakes poses a serious threat to credibility in the digital age. These synthetic media, capable of forging realistic images of individuals, can be misused for nefarious purposes such as slander. To combat this growing menace, researchers are constantly developing advanced deepfake detection algorithms. These algorithms lever