LoCC detects and localizes lip-syncing deepfakes at frame and segment levels by measuring inconsistencies between each frame and a counterfactual estimate from temporal neighbors via teacher-student learning, outperforming prior methods on multiple datasets.
Canadian pm mark carney targeted by viral deepfakes on social media,
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LoCC: Detection and Localization of Lip-Syncing Deepfakes via Counterfactual Frame Consistency
LoCC detects and localizes lip-syncing deepfakes at frame and segment levels by measuring inconsistencies between each frame and a counterfactual estimate from temporal neighbors via teacher-student learning, outperforming prior methods on multiple datasets.