AI RESEARCH
Beyond Deepfake vs Real: Facial Deepfake Detection in the Open-Set Paradigm
arXiv CS.CV
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ArXi:2503.08055v2 Announce Type: replace Facial forgery methods such as deepfakes can be misused for identity manipulation and spreading misinformation. They have evolved alongside advancements in generative AI, leading to new and sophisticated forgery techniques that diverge from existing ``known" methods. Conventional deepfake detection methods use the closed-set paradigm, thus limiting their applicability to detecting forgeries created using methods that are not part of the