Improving Video Deepfake Detection A DCTBased Approach withDeepfake footage have become increasingly popular in recent years, particularly in the realm of stars. With the advancement of technology, deepfake video has gained public interest and sparked controversy. The allure of watching a famous personality in a deepfake clip is undeniable, but it also raises concerns about ethical issues. While deepfake 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 cautious in protecting their image and educating among their fans about the impact of deepfake videos and the necessity to identify authentic content from manipulated ones.