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. 2022 May 31;8:e953. doi: 10.7717/peerj-cs.953

Table 5. Performance comparison of the proposed methods with different datasets in terms of the error detection rate.

DF detection methods Datasets
FFHQ 100K-Faces Celeb-DF WildDeepfake
VGG19 13.11 18.32 12.3 11.4
ResNet 13.4 15.2 12.1 11.2
MobileNet 11.2 14.22 11.65 9.21
Proposed SAE-GLSTM-CDGCNN 5.91 6.01 7.12 5.1