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Index/Topics/Multimodal Analysis

Multimodal Analysis

The use of multimodal analysis to detect deepfakes, including the combination of audio and video signals.

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Jan 22, 2026

Which multimodal detection methods (audio+video) are most effective at identifying health‑related deepfakes?

Multimodal detectors that combine audio and video consistently outperform unimodal systems because they exploit cross‑modal inconsistencies—, prosody versus facial expression, and subtle timing artifa...

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