Inference-based Mimicry Defense on Average across 5 Datasets
5.64FIDRandomNoise
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RandomNoiseDefense Type=-2026.06 | 5.64 | 26.55 | 0.93 | |
| LDSDefense Type=Evasion2026.06 | 11.42 | 27.21 | 0.91 | |
| DiffGuardDefense Type=Evasion2026.06 | 14.85 | 26.56 | 0.89 | |
| SimACDefense Type=Poisoning2026.06 | 22.67 | 26.6 | 0.89 | |
| PhotoGuardDefense Type=Evasion2026.06 | 23.19 | 27.01 | 0.85 | |
| PIDDefense Type=Evasion2026.06 | 27.68 | 27.28 | 0.84 | |
| DisDiffDefense Type=Poisoning2026.06 | 28.11 | 26.79 | 0.88 | |
| EUDPDefense Type=Poisoning2026.06 | 29.69 | 27.12 | 0.87 | |
| GAPDiffDefense Type=Evasion2026.06 | 33.48 | 26.85 | 0.86 | |
| SDSTDefense Type=Evasion2026.06 | 35.61 | 27.39 | 0.82 | |
| MetaCloakDefense Type=Poisoning2026.06 | 38.48 | 26.65 | 0.87 | |
| AdvDMDefense Type=Evasion2026.06 | 39.85 | 27.07 | 0.85 | |
| PretenderDefense Type=Poisoning2026.06 | 41.79 | 26.79 | 0.86 | |
| LDMRDefense Type=Evasion2026.06 | 43.66 | 26.45 | 0.82 | |
| CAATDefense Type=Poisoning2026.06 | 45.4 | 26.74 | 0.86 | |
| ACEDefense Type=Poisoning2026.06 | 47.87 | 27.04 | 0.8 | |
| MISTDefense Type=Evasion2026.06 | 48.32 | 27.39 | 0.81 | |
| AntiDiffDefense Type=Poisoning2026.06 | 48.55 | 26.46 | 0.86 | |
| GlazeDefense Type=Evasion2026.06 | 48.96 | 27.31 | 0.81 | |
| NightShadeDefense Type=Evasion2026.06 | 49.98 | 27.09 | 0.8 | |
| AntiDBDefense Type=Poisoning2026.06 | 65.86 | 26.24 | 0.84 | |
| GoodACDefense Type=Poisoning2026.06 | 74.73 | 26.11 | 0.84 | |
| HAADDefense Type=Poisoning2026.06 | 78.26 | 26.89 | 0.83 | |
| PAPDefense Type=Poisoning2026.06 | 87.86 | 26.33 | 0.83 | |
| SmoothDefense Type=Evasion2026.06 | 160.92 | 25.5 | 0.79 | |
| VOIDDefense Type=N/A2026.06 | 325.8 | 18.82 | 0.49 |