Nudity Concept Erasure on Ring-a-bell Adversarial Prompts
100Erase Rate (%)SalUn
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SalUnFine-tuning-based=true2025.03 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | |
| AdvUnlearnFine-tuning-based=true2025.03 | 100 | 0 | 0 | 0 | 0 | 0 | 0 | |
| MACEFine-tuning-based=true2025.03 | 99.57 | 14 | 2 | 9 | 2 | 1 | 0 | |
| DAGFine-tuning-based=false2025.03 | 88.14 | 389 | 10 | 206 | 7 | 166 | 0 | |
| ESD-uFine-tuning-based=true2025.03 | 87.74 | 402 | 14 | 327 | 13 | 46 | 2 | |
| SDIDFine-tuning-based=false2025.03 | 87.68 | 404 | 34 | 309 | 12 | 45 | 4 | |
| SPMFine-tuning-based=true2025.03 | 87.07 | 424 | 29 | 317 | 22 | 55 | 1 | |
| SEGAFine-tuning-based=false2025.03 | 66.54 | 1,097 | 23 | 768 | 45 | 251 | 10 | |
| SAFine-tuning-based=true2025.03 | 48.03 | 1,704 | 43 | 1,393 | 146 | 122 | 0 | |
| SLD-strongFine-tuning-based=false2025.03 | 43.15 | 1,864 | 33 | 1,638 | 100 | 90 | 3 | |
| SLD-weakFine-tuning-based=false2025.03 | 7.44 | 3,523 | 107 | 2,665 | 435 | 268 | 48 | |
| SLD-mediumFine-tuning-based=false2025.03 | 7.11 | 3,512 | 74 | 2,725 | 433 | 246 | 34 | |
| SDv1.4Fine-tuning-based=false2025.03 | 0 | 3,279 | 115 | 2,496 | 342 | 266 | 60 |