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Dezhi An

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Open access Aug 2026

DBINDS: detection based on initial noise difference sequence from diffusion model inversion for AI-generated videos

DBINDS, a diffusion-model-inversion-based detection framework that extends the analysis from the pixel domain to a diffusion-inversion-derived latent-noise space, is proposed and a composite of spatiotemporal correlation and spatiotemporal texture features is identified as the Best Dual Combination.

Yanlin Wu, Xiaogang Yuan, Dezhi An · 0 citations