Proposes new cross-manipulation evaluation protocols for FakeAVCeleb and DeepSpeak v1, shows temporal jittering mitigates a leading-silence shortcut, and introduces the SIMBA baseline.
Lost in translation: Lip-sync deepfake detection from audio- video mismatch
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DeepFake Doctor: Diagnosing and Treating Audio-Video Fake Detection
Proposes new cross-manipulation evaluation protocols for FakeAVCeleb and DeepSpeak v1, shows temporal jittering mitigates a leading-silence shortcut, and introduces the SIMBA baseline.