Improving Video Deepfake Detection A DCTBased Approach withDeepfake footage have become increasingly popular in recent years, particularly in the realm of celebrities. With the advancement of artificial intelligence, synthesize content has gained notoriety and sparked discussion. The allure of watching a celebrity in a computer-generated video is undeniable, but it also raises concerns about security. While deepfake videos can be entertaining and fun, it is important to be aware of the conceivable misuse of such technology. Celebrities and public figures should be vigilant in protecting their
image and raising awareness among their fans about the existence of AI-generated footage and the necessity to distinguish authentic content from manipulated ones.