Advanced Liveness Detection Using Vision Transformers and the DINO Framework

Face recognition systems have been increasing used in banking, mobile authentication and secure access control - however, they are prone to presentation attacks such as printed photos, replay videos and spoof masks. This project proposes a strong face anti-spoofing or liveness detection using Vision Transformer (ViT) and DINO based self-supervised learning. Unlike typical CNN-based approaches rely…