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