Image Immunization on Stable Diffusion 1.4 (test)
0.743Feat. Sim. (CLIP)Clean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cleanstatus=No perturbation2026.02 | 0.743 | — | — | — | — | — | 0.531 | |
| ESTransferability=Black-box2026.02 | 0.704 | 16.24 | 0.408 | 0.141 | 0.691 | 0.51 | 0.426 | |
| SATransferability=Black-box2026.02 | 0.701 | 14.91 | 0.336 | 0.088 | 0.666 | 0.549 | 0.445 | |
| DATransferability=Black-box2026.02 | 0.675 | 15.54 | 0.457 | 0.143 | 0.695 | 0.507 | 0.37 | |
| Ours10Perturbation Budget=10/255, Type=Universal, Transferability=Black-box2026.02 | 0.675 | 14.18 | 0.332 | 0.083 | 0.642 | 0.604 | 0.346 | |
| EATransferability=Black-box2026.02 | 0.663 | 15.46 | 0.444 | 0.119 | 0.664 | 0.545 | 0.335 | |
| Ours16Perturbation Budget=16/255, Type=Image-specific, Transferability=Black-box2026.02 | 0.659 | 12.73 | 0.232 | 0.042 | 0.591 | 0.701 | 0.293 |