Memorization Mitigation on Stable Diffusion 1.4
0Memorization RateBroken Memories
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Broken Memories2026.05 | 0 | 7.4 | 29.025 | 157.805 | — | — | |
| DoRI (Our Mitigation)Memorization Type=Verbatim, with_adversarial_triggers=false2025.07 | 0 | — | 0.33 | 13.61 | 15 | 15 | |
| DoRI (Our Mitigation)Memorization Type=Verbatim, with_adversarial_triggers=true2025.07 | 2 | — | 0.3 | 13.61 | 36 | 54 | |
| Jain et al.2026.05 | 9.4 | 14.6 | 28.512 | 144.344 | — | — | |
| ESDMemorization Type=Verbatim, with_adversarial_triggers=false2025.07 | 11 | — | 0.34 | 13.45 | 24 | 27 | |
| Concept AblationMemorization Type=Verbatim, with_adversarial_triggers=false2025.07 | 29 | — | 0.34 | 16.03 | 39 | 49 | |
| Ren et al.2026.05 | 29.2 | 26.51 | 31.651 | 186.738 | — | — | |
| RTA2026.05 | 30 | 31.6 | 30.773 | 197.075 | — | — | |
| Jeon et al.2026.05 | 34.8 | 39.4 | 31.775 | 185.689 | — | — | |
| Wen et al.2026.05 | 46.2 | 44.2 | 31.706 | 172.406 | — | — | |
| No Mitigation2026.05 | 57.4 | 51.9 | 32.327 | 198.044 | — | — | |
| Concept AblationMemorization Type=Verbatim, with_adversarial_triggers=true2025.07 | 97 | — | 0.32 | 16.03 | 91 | 96 | |
| ESDMemorization Type=Verbatim, with_adversarial_triggers=true2025.07 | 98 | — | 0.33 | 13.45 | 90 | 97 |