A data-augmentation method for deepfake detection that adds diverse pseudo-fakes and strong degradations during training, increasing robustness and low-quality benchmark AUC at a slight cost on clean high-quality data.
Mesonet: a compact facial video forgery detection network.2018 IEEE International Workshop on Information Forensics and Security (WIFS), pages 1–7, 2018
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Practical Manipulation Model for Robust Deepfake Detection
A data-augmentation method for deepfake detection that adds diverse pseudo-fakes and strong degradations during training, increasing robustness and low-quality benchmark AUC at a slight cost on clean high-quality data.