Channel-Aware Local–Global Representation Learning for Generalizable Deepfake Detection

Deepfake detection has emerged as a critical research area in image content security. To address the issue of limited generalization caused by insufficient modeling of forgery representations, this paper proposes a channel-aware local–global representation learning network for generalizable deepfake...

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Auteurs principaux:	Liang Kuang, Beijing Chen, Pei Shi
Format:	Artigo
Langue:	Inglês
Publié:	MDPI AG 2026-06-01
Collection:	Mathematics
Sujets:	deepfake detection generalization local–global representation channel-aware transformer
Accès en ligne:	https://www.mdpi.com/2227-7390/14/11/1913
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