Improving Video Deepfake Detection A DCTBased Approach withDeepfake videos have become increasingly popular in recent years, particularly in the realm of celebrities. With the advancement of machine learning, synthesize video has gained notoriety and sparked controversy. The allure of watching a celebrity in a computer-generated clip is undeniable, but it also raises concerns about security. While AI-generated footage can be entertaining and fun, it is important to be aware of the potential exploitation of such technology. Celebrities and public figures
should be cautious in protecting their image and promoting understanding among their fans about the existence of synthetic clips and the need to distinguish authentic content from manipulated ones.