Universal Image Immunization on Stable Diffusion V2.0
0.694Feat. Sim. (C)Clean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CleanDescription=Un-immunized images (baseline)2026.02 | 0.694 | — | — | — | — | — | 0.408 | |
| Encoder AttackSurrogate Model=Stable Diffusion V1.5, Base Method=PhotoGuard2026.02 | 0.652 | 14.33 | 0.417 | 0.122 | 0.654 | 0.51 | 0.275 | |
| Embedding AttackSurrogate Model=Stable Diffusion V1.5, Base Method=AdvPaint2026.02 | 0.647 | 14.25 | 0.335 | 0.099 | 0.644 | 0.579 | 0.274 | |
| Semantic Attack (Map)Surrogate Model=Stable Diffusion V1.52026.02 | 0.643 | 13.89 | 0.355 | 0.107 | 0.624 | 0.556 | 0.257 | |
| Ours_DFSurrogate Model=Stable Diffusion V1.5, Data Mode=Data-Free2026.02 | 0.629 | 13.22 | 0.314 | 0.085 | 0.608 | 0.597 | 0.224 | |
| OursSurrogate Model=Stable Diffusion V1.5, Data Mode=Data-dependent2026.02 | 0.616 | 12.17 | 0.24 | 0.057 | 0.555 | 0.66 | 0.191 |