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