Deepfake Detection

Towards Understanding the Generalization of Deepfake Detectors from a Game-Theoretical View
This paper aims to explain the generalization of deepfake detectors from the novel perspective of multi-order interactions among visual …
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Towards Understanding the Generalization of Deepfake Detectors from a Game-Theoretical View
Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization
In this paper, we analyse the generalization ability of binary classifiers for the task of deepfake detection. We find that the …
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Implicit Identity Leakage: The Stumbling Block to Improving Deepfake Detection Generalization
Explaining Deepfake Detection by Analysing Image Matching
This paper aims to interpret how deepfake detection models learn artifact features of images when just supervised by binary labels. To …
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Explaining Deepfake Detection by Analysing Image Matching