Improving Video Deepfake Detection A DCTBased Approach withAI-generated footage have become increasingly widespread in recent years, particularly in the realm of stars. With the advancement of machine learning, synthesize video has gained attention and sparked debate. The allure of watching a famous personality in a synthetic clip is undeniable, but it also raises concerns about privacy. While AI-generated footage can be entertaining and amusing, it is important to be aware of the possible manipulation of such technology. Celebrities and public figures should be cautious in protecting their image and educating among their fans about the ramifications of synthetic footage and the necessity to differentiate authentic content from manipulated ones.