Image Immunization on Stable Diffusion V2.0 (test)
0.694Feat. Sim. (CLIP)Clean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cleanstatus=No perturbation2026.02 | 0.694 | — | — | — | — | — | 0.408 | |
| SATransferability=Black-box2026.02 | 0.656 | 12.79 | 0.271 | 0.06 | 0.632 | 0.626 | 0.307 | |
| ESTransferability=Black-box2026.02 | 0.651 | 13.74 | 0.317 | 0.092 | 0.608 | 0.593 | 0.303 | |
| DATransferability=Black-box2026.02 | 0.628 | 12.73 | 0.304 | 0.085 | 0.586 | 0.611 | 0.21 | |
| Ours10Perturbation Budget=10/255, Type=Universal, Transferability=Black-box2026.02 | 0.616 | 12.17 | 0.24 | 0.057 | 0.555 | 0.66 | 0.191 | |
| EATransferability=Black-box2026.02 | 0.606 | 12.48 | 0.298 | 0.074 | 0.558 | 0.634 | 0.188 | |
| Ours16Perturbation Budget=16/255, Type=Image-specific, Transferability=Black-box2026.02 | 0.601 | 11.05 | 0.182 | 0.035 | 0.529 | 0.721 | 0.159 |