Face Verification on CelebA-HQ (ASR Metrics)
0.7696ASR (IR152)Adv-CPG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Adv-CPGattack_type=Portraits, surrogate_models=leave-one-out2025.03 | 0.7696 | 0.8872 | 0.635 | 0.8795 | 0.7965 | |
| GIFTattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.7384 | 0.8372 | 0.5648 | 0.8637 | 0.744 | |
| P3-Maskattack_type=Facial Semantic Invariant, surrogate_models=leave-one-out2025.03 | 0.7347 | 0.834 | 0.6024 | 0.6964 | 0.7174 | |
| SD4Privacyattack_type=Facial Semantic Invariant, surrogate_models=leave-one-out2025.03 | 0.6689 | 0.7996 | 0.5349 | 0.7458 | 0.6516 | |
| DiffAMattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.6509 | 0.8966 | 0.6299 | 0.8451 | 0.7679 | |
| DiffProtectattack_type=Facial Semantic Invariant, surrogate_models=leave-one-out2025.03 | 0.5864 | 0.7934 | 0.2469 | 0.7591 | 0.5916 | |
| Adv-Diffusionattack_type=Facial Semantic Invariant, surrogate_models=leave-one-out2025.03 | 0.5284 | 0.8167 | 0.3495 | 0.7078 | 0.5891 | |
| Clip2Protectattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.4763 | 0.8096 | 0.4257 | 0.7364 | 0.6309 | |
| MI-FGSMattack_type=Noise-Based, surrogate_models=leave-one-out2025.03 | 0.4653 | 0.7057 | 0.2709 | 0.5894 | 0.5107 | |
| DFPPattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.4638 | 0.8059 | 0.4537 | 0.7213 | 0.692 | |
| DPGattack_type=Facial Semantic Invariant, surrogate_models=leave-one-out2025.03 | 0.4289 | 0.6247 | 0.3583 | 0.6642 | 0.5311 | |
| PGDattack_type=Noise-Based, surrogate_models=leave-one-out2025.03 | 0.4187 | 0.6323 | 0.1962 | 0.5734 | 0.4635 | |
| TIP-IMattack_type=Noise-Based, surrogate_models=leave-one-out2025.03 | 0.4126 | 0.5729 | 0.3907 | 0.4956 | 0.5158 | |
| TI-DIMattack_type=Noise-Based, surrogate_models=leave-one-out2025.03 | 0.3513 | 0.6238 | 0.1368 | 0.5284 | 0.4269 | |
| Adv-Makeupattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.1268 | 0.1995 | 0.0137 | 0.2211 | 0.1415 | |
| AMT-GANattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.1209 | 0.5326 | 0.0487 | 0.4795 | 0.296 | |
| FGSMattack_type=Noise-Based, surrogate_models=leave-one-out2025.03 | 0.1207 | 0.4581 | 0.0135 | 0.5302 | 0.2829 | |
| Adv-Hatattack_type=Makeup-Based, surrogate_models=leave-one-out2025.03 | 0.0504 | 0.1688 | 0.0491 | 0.1264 | 0.1046 | |
| Cleanattack_type=None, surrogate_models=None2025.03 | 0.0464 | 0.0574 | 0.0106 | 0.1327 | 0.0538 |