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 | |