Image Immunization on Stable Diffusion v1.5
0.744Feat. Sim. (C)Clean
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| CleanCondition=No attack2026.02 | 0.744 | — | — | — | — | — | 0.534 | |
| EncoderType=Universal Baseline, Approach=Encoder attack2026.02 | 0.708 | 16.55 | 48.2 | 15.4 | 71.4 | 0.452 | 0.438 | |
| MapType=Universal Baseline, Approach=Attention map attack2026.02 | 0.704 | 16.16 | 46.8 | 15.2 | 71 | 0.465 | 0.424 | |
| EmbeddingType=Universal Baseline, Approach=Intermediate representation disruption2026.02 | 0.696 | 15.8 | 37.8 | 11.7 | 68.9 | 0.548 | 0.436 | |
| OursDFConfig=Data-free setting, Components=Target semantic injection loss only2026.02 | 0.685 | 14.68 | 37.8 | 10.6 | 66.6 | 0.557 | 0.376 | |
| OursConfig=Full method2026.02 | 0.673 | 14.19 | 33.2 | 8.2 | 64.2 | 0.606 | 0.345 |