In an age where visual content can easily be altered or fabricated, the challenge of identifying genuine photos and videos has become increasingly complex. The emergence of deepfake technology, powered by sophisticated artificial intelligence (AI), has given rise to sensationalized misinformation that can distort realities, potentially leading to social, political, and economic turmoil. Recent research