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, AI-generated content has gained notoriety and sparked debate. The allure of watching a star in a computer-generated video 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 potential misuse of such technology. Celebrities and public figures should be watchful in protecting their image and educating among their fans about the impact of deepfake clips and the need to identify authentic content from manipulated ones.