Universal Image Immunization on InstructPix2Pix
0.81Feat. Sim. (C)Clean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CleanDescription=Un-immunized images (baseline)2026.02 | 0.81 | — | — | — | — | — | 0.658 | |
| Encoder AttackSurrogate Model=Stable Diffusion V1.5, Base Method=PhotoGuard2026.02 | 0.787 | 18.18 | 0.571 | 0.205 | 0.816 | 0.372 | 0.646 | |
| Semantic Attack (Map)Surrogate Model=Stable Diffusion V1.52026.02 | 0.769 | 17.12 | 0.498 | 0.204 | 0.805 | 0.442 | 0.647 | |
| Embedding AttackSurrogate Model=Stable Diffusion V1.5, Base Method=AdvPaint2026.02 | 0.756 | 17.11 | 0.521 | 0.207 | 0.79 | 0.419 | 0.59 | |
| Ours_DFSurrogate Model=Stable Diffusion V1.5, Data Mode=Data-Free2026.02 | 0.752 | 16.06 | 0.474 | 0.164 | 0.76 | 0.464 | 0.552 | |
| OursSurrogate Model=Stable Diffusion V1.5, Data Mode=Data-dependent2026.02 | 0.729 | 15.36 | 0.418 | 0.135 | 0.713 | 0.527 | 0.527 |