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. 2025 Jun 11;11:e2904. doi: 10.7717/peerj-cs.2904

Table 12. Comparison of time costs for different attack methods.

Type Method Training cost (s) Inference cost (s) Total cost (s)
Algorithm-based FGSM 0.11 0.11
MI-FGSM 0.16 0.16
C&W 14.71 14.71
TIP-IM 9.83 9.83
AT3D 8.95 8.95
SiblingAttack 114.23 114.23
GAN-based Adv-MakeUP 43,632 0.37 43,633.24
DiffAM 1,558 3.95 1,562.59
AdvFaces 41,508 0.12 0.12
Our model AdvFaceGAN 483,301 0.25 0.25