Improving Video Deepfake Detection A DCTBased Approach withSynthetic footage have become increasingly widespread in recent years, particularly in the realm of famous personalities. With the advancement of machine learning, synthesize video has gained notoriety and sparked controversy. The allure of watching a celebrity in a deepfake clip is undeniable, but it also raises concerns about privacy. While deepfake clips can be entertaining and amusing, it is important to be aware of the potential misuse of such technology. Celebrities and public figures should be cautious in protecting their image and educating among their fans about the ramifications of AI-generated videos and the necessity to distinguish authentic content from manipulated ones.