Image Editing Immunization on Complex editing prompts dataset (test)
0.744Feat. Sim. (CLIP)Clean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Cleanstatus=unattacked2026.02 | 0.744 | — | — | — | — | — | 0.533 | |
| Universal BaselinesTarget=Enc.2026.02 | 0.712 | 17.73 | 0.608 | 0.221 | 0.774 | 0.369 | 0.423 | |
| Universal BaselinesTarget=Map2026.02 | 0.707 | 17.19 | 0.562 | 0.192 | 0.747 | 0.417 | 0.408 | |
| Universal BaselinesTarget=Emb.2026.02 | 0.703 | 16.7 | 0.447 | 0.148 | 0.72 | 0.511 | 0.426 | |
| Universal Image ImmunizationConfig=Ours (Full method)2026.02 | 0.689 | 15.66 | 0.422 | 0.121 | 0.687 | 0.548 | 0.351 |