Improving Video Deepfake Detection A DCTBased Approach withSynthetic videos have become increasingly common in recent years, particularly in the realm of celebrities. With the advancement of technology, AI-generated video has gained attention and sparked debate. The allure of watching a star in a computer-generated footage 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 manipulation of such technology. Celebrities and public figures should be vigilant in protecting their image and promoting understanding among their fans about the ramifications of deepfake videos and the need to differentiate authentic content from manipulated ones.