FaceVid-Forensics-100K is introduced, a large-scale deepfake video dataset comprising 100,000 videos and spanning 33 synthesis methods across face swapping, face reenactment, and entire-face synthesis, and a multi-agent forensic reasoning framework that employs four specialized domain-expert agents to independently ana...
Xue-Chao Zou, Shun Zhang, Kai Li et al.· 0 citations
UCF-Net is proposed, an uncertainty-aware cascaded fusion network that harnesses CLIP's language-aligned semantic priors and DINO's self-supervised visual-structure priors and achieves the best mean AUC among the evaluated methods in both in-domain and cross-domain evaluations.
Malicious URL detection serves as a critical component in safeguarding cyberspace security. Although deep learning models have achieved remarkable performance in identifying complex malicious patterns, their large parameter size and high computational overhead have become bottlenecks restricting their real-time deploym...