Improving Video Deepfake Detection A DCTBased Approach withSynthetic footage have become increasingly popular in recent years, particularly in the realm of famous personalities. With the advancement of technology, AI-generated video has gained notoriety and sparked discussion. The allure of watching a celebrity in a deepfake video is undeniable, but it also raises concerns about security. While deepfake footage can be entertaining and enjoyable, it is important to be aware of the possible misuse of such technology. Celebrities and public figures should be watchful in protecting their image and educating among their fans about the impact of deepfake videos and the importance to distinguish authentic content from manipulated ones.