Image Immunization on InstructPix2Pix (test)
0.81Feat. Sim. (CLIP)Clean
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cleanstatus=No perturbation2026.02 | 0.81 | — | — | — | — | — | 0.658 | |
| DATransferability=Black-box2026.02 | 0.788 | 15.89 | 0.409 | 0.134 | 0.755 | 0.533 | 0.643 | |
| EATransferability=Black-box2026.02 | 0.774 | 16.02 | 0.445 | 0.133 | 0.747 | 0.509 | 0.655 | |
| SATransferability=Black-box2026.02 | 0.773 | 17.26 | 0.499 | 0.189 | 0.795 | 0.433 | 0.632 | |
| Ours10Perturbation Budget=10/255, Type=Universal, Transferability=Black-box2026.02 | 0.729 | 15.36 | 0.418 | 0.135 | 0.713 | 0.527 | 0.527 | |
| ESTransferability=Black-box2026.02 | 0.721 | 14.77 | 0.396 | 0.128 | 0.702 | 0.529 | 0.522 | |
| Ours16Perturbation Budget=16/255, Type=Image-specific, Transferability=Black-box2026.02 | 0.71 | 13.62 | 0.348 | 0.105 | 0.681 | 0.587 | 0.462 |