Safe Generation Against Nudity Prompts on Ring-A-Bell
5.1Attack Success Rate (ASR)SAFREE + Safety-Guided Flow
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SAFREE + Safety-Guided FlowFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 5.1 | 13.3 | |
| SAFREE + SafeDenoiserFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 12.7 | 16.9 | |
| RECEFine Tuning=true, Negative Prompt=false, Negative Guidance=false2026.03 | 17.7 | 21.2 | |
| SLD + Safety-Guided FlowFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 22.8 | 29.4 | |
| SAFREEFine Tuning=false, Negative Prompt=true, Negative Guidance=false2026.03 | 27.8 | 31.1 | |
| SLD + SafeDenoiserFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 35.4 | 42.9 | |
| ESDFine Tuning=true, Negative Prompt=false, Negative Guidance=false2026.03 | 45.6 | 50.6 | |
| SLDFine Tuning=false, Negative Prompt=true, Negative Guidance=false2026.03 | 48.1 | 57.3 | |
| SD-v1.4Fine Tuning=false, Negative Prompt=false, Negative Guidance=false2026.03 | 79.7 | 80.9 |