Breaking the Trade-off: Orthogonal Semantic Decoupling for Generalizable and Fair Deepfake Detection
Orthogonal Semantic Decoupling is proposed, a framework that decouples demographic semantics from forgery cues and out-performs state-of-the-art methods in both generalization and fairness, breaking the trade-off.
Zhongyu Shi, Siyu Peng, Yimin Kang et al.
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