The proliferation of deepfakes poses a significant danger to our world, distorting the lines between reality and fabrication. To combat this growing menace, researchers are developing sophisticated deepfake detection software that can unveil these forged media with increasing accuracy. These innovative tools leverage deep neural networks to analyze