Nudity Concept Erasure on MMA Adversarial Prompts
99.93Erase Rate (%)SalUn
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| SalUnFine-tuning-based=true2025.03 | 99.93 | 2 | 0 | 2 | 0 | 0 | 0 | |
| AdvUnlearnFine-tuning-based=true2025.03 | 99.49 | 14 | 2 | 8 | 0 | 2 | 2 | |
| MACEFine-tuning-based=true2025.03 | 99.41 | 16 | 5 | 4 | 0 | 1 | 6 | |
| ESD-uFine-tuning-based=true2025.03 | 97.8 | 60 | 20 | 22 | 2 | 2 | 14 | |
| SAFine-tuning-based=true2025.03 | 89.6 | 284 | 62 | 190 | 1 | 20 | 11 | |
| DAGFine-tuning-based=false2025.03 | 77.6 | 612 | 185 | 4 | 183 | 113 | 127 | |
| SEGAFine-tuning-based=false2025.03 | 65.41 | 945 | 233 | 300 | 7 | 248 | 157 | |
| SPMFine-tuning-based=true2025.03 | 49.34 | 1,384 | 308 | 666 | 39 | 208 | 163 | |
| SLD-strongFine-tuning-based=false2025.03 | 48.43 | 1,409 | 283 | 692 | 33 | 174 | 227 | |
| SDIDFine-tuning-based=false2025.03 | 7.14 | 2,537 | 373 | 1,444 | 74 | 306 | 340 | |
| SLD-weakFine-tuning-based=false2025.03 | 1.57 | 2,775 | 433 | 1,517 | 82 | 336 | 407 | |
| SLD-mediumFine-tuning-based=false2025.03 | 1.54 | 2,690 | 410 | 1,420 | 95 | 360 | 405 | |
| SDv1.4Fine-tuning-based=false2025.03 | 0 | 2,732 | 413 | 1,544 | 83 | 301 | 391 |