Improving Video Deepfake Detection A DCTBased Approach withDeepfake videos 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 debate. The allure of watching a celebrity in a synthetic footage is undeniable, but it also raises concerns about privacy. While AI-generated videos can be entertaining and enjoyable, it is important to be aware of the potential exploitation of such technology. Celebrities and public figures should be vigilant in protecting their image and promoting understanding among their fans about the ramifications of synthetic footage and the importance to identify authentic content from manipulated ones.