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Mind the Rift: Cross-Scale Coupling Mismatch for AI-Generated Video Detection

Li, Siyu et al.
arXiv (All) · Papers
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computer-vision-and-pattern-recognitioni-2-10i-4-9i-5-4k-6-5multimedia
As AI video generators achieve cinematic realism, reliable detection becomes essential for safeguarding digital trust. We identify cross-scale coupling mismatch as a new forensic signal, where scale refers to the level of abstraction (semantic dynamics vs. pixel-level residuals): in natural videos,
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