Deepfake Detection Algorithm Based on Dual-Branch Data Augmentation and Modified Attention Mechanism

Deepfake Detection Algorithm Based on Dual-Branch Data Augmentation and Modified Attention Mechanism

Mainstream deepfake detection algorithms generally fail to fully extract forgery traces and have low accuracy when detecting forged images with natural corruptions or human damage. On this basis, a new algorithm based on an adversarial dual-branch data augmentation framework and a modified attention...

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Bibliographic Details
Main Authors: Da Wan, Manchun Cai, Shufan Peng, Wenkai Qin, Lanting Li
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Applied Sciences
Subjects:
deepfake detection
data augmentation
attention mechanism
robustness
Online Access:https://www.mdpi.com/2076-3417/13/14/8313

Internet

https://www.mdpi.com/2076-3417/13/14/8313

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