Research Article
FeatureTransfer: Unsupervised Domain Adaptation for Cross-Domain Deepfake Detection
Table 1
A summary of Deepfake detection methods.
| | Method | Classifier | Description |
| | Matern et al. [10] | CNN | Handcrafted | | Li et al. [13] | CNN | Self-supervised | | MesoNet [15] | CNN | RGB | | XceptionNet [16] | CNN | RGB | | Nguyen et al. [20] | CNN | Multitask | | ForensicTransfer [21] | CNN | Multitask | | Face X-Ray [22] | CNN | Multitask | | Qian et al. [24] | CNN | Frequency | | Li et al. [11] | CNN + LSTM | Handcrafted | | Guera et al. [17] | CNN + LSTM | RGB | | Chen et al. [18] | CNN + LSTM | RGB | | Yang et al. [12] | SVM | Handcrafted | | FakeCatcher [25] | SVM | Handcrafted |
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