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, deepfake video has gained notoriety and sparked controversy. The allure of watching a famous personality in a deepfake footage is undeniable, but it also raises concerns about security. While deepfake videos can be entertaining and enjoyable, it is important to be aware of the potential manipulation of such technology. Celebrities and public figures should be vigilant in protecting their image and promoting understanding among their fans about the impact of deepfake footage and the importance to identify authentic content from manipulated ones.