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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Detalles Bibliográficos

Principais autores:	Liang Kuang, Beijing Chen, Pei Shi
Formato:	Artigo
Idioma:	Inglês
Publicado:	MDPI AG 2026-06-01
Series:	Mathematics
Assuntos:	deepfake detection generalization local–global representation channel-aware transformer
Acceso en liña:	https://www.mdpi.com/2227-7390/14/11/1913
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