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