Universal Image Immunization on Stable Diffusion V1.4
0.743Feat. Sim. CClean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CleanDescription=Un-immunized images (baseline)2026.02 | 0.743 | — | — | — | — | — | 0.531 | |
| Encoder AttackSurrogate Model=Stable Diffusion V1.5, Base Method=PhotoGuard2026.02 | 0.707 | 18.08 | 0.634 | 0.239 | 0.787 | 0.348 | 0.436 | |
| Semantic Attack (Map)Surrogate Model=Stable Diffusion V1.52026.02 | 0.702 | 17.51 | 0.584 | 0.21 | 0.759 | 0.399 | 0.421 | |
| Embedding AttackSurrogate Model=Stable Diffusion V1.5, Base Method=AdvPaint2026.02 | 0.69 | 17 | 0.467 | 0.162 | 0.732 | 0.492 | 0.399 | |
| Ours_DFSurrogate Model=Stable Diffusion V1.5, Data Mode=Data-Free2026.02 | 0.687 | 14.66 | 0.345 | 0.091 | 0.656 | 0.565 | 0.374 | |
| OursSurrogate Model=Stable Diffusion V1.5, Data Mode=Data-dependent2026.02 | 0.675 | 14.23 | 0.318 | 0.075 | 0.641 | 0.605 | 0.346 |