3D data augmentation and dual-branch model for robust face forgery detection

We propose Dual-Branch Network (DBNet), a novel deepfake detection framework that addresses key limitations of existing works by jointly modeling 3D-temporal and fine-grained texture representations. Specifically, we aim to investigate how to (1) capture dynamic properties and spatial details in a u...

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Bibliographic Details
Main Authors: Changshuang Zhou, Frederick W.B. Li, Chao Song, Dong Zheng, Bailin Yang
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Graphical Models
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Online Access:http://www.sciencedirect.com/science/article/pii/S1524070325000025
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