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-DIVOG50 (also referred to as DINO-G50) is a heavily modified and extended deepfake detection system built on top of Facebook's DINOv2 Vision Transformer. While the original DINOv2 is a general-purpose self-supervised image encoder, DIVOG50 introduces a series of architectural and training innovations specifically designed for high-accuracy deepfake detection in both images and videos.