Safe Generation Against Nudity Prompts on MMA-Diffusion
11.5ASROurs (VLM)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Ours (VLM)Weight modified=✗, External dataset=✗2026.04 | 11.5 | — | |
| Modular Energy Steering (CLIP)Base Model=SD-v3, Energy Estimator=CLIP2026.04 | 13.7 | — | |
| Ours (CLIP)Weight modified=✗, External dataset=✗2026.04 | 15.5 | — | |
| SAFREE*Base Model=SD-v32026.04 | 16.5 | — | |
| CUREWeight modified=✓, External dataset=✗2026.04 | 16.9 | — | |
| SLD + Safety-Guided FlowFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 29.7 | 35.7 | |
| SGFWeight modified=✗, External dataset=✓2026.04 | 29.7 | — | |
| SAFREE + Safety-Guided FlowFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 42.3 | 46.1 | |
| SAFREE + SafeDenoiserFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 46.9 | 50.1 | |
| SafeDenoiserWeight modified=✗, External dataset=✓2026.04 | 46.9 | — | |
| SLD + SafeDenoiserFine Tuning=false, Negative Prompt=true, Negative Guidance=true2026.03 | 48.1 | 54.9 | |
| SAFREEWeight modified=✗, External dataset=✗2026.04 | 59 | — | |
| SAFREEFine Tuning=false, Negative Prompt=true, Negative Guidance=false2026.03 | 60.1 | 61.8 | |
| ESDFine Tuning=true, Negative Prompt=false, Negative Guidance=false2026.03 | 62.8 | 64 | |
| Original SDBase Model=SD-v32026.04 | 63.9 | — | |
| RECEFine Tuning=true, Negative Prompt=false, Negative Guidance=false2026.03 | 65.1 | 66.4 | |
| SLDFine Tuning=false, Negative Prompt=true, Negative Guidance=false2026.03 | 88.1 | 88.2 | |
| Original SDWeight modified=–, External dataset=–2026.04 | 95.2 | — | |
| SD-v1.4Fine Tuning=false, Negative Prompt=false, Negative Guidance=false2026.03 | 96.2 | 95.6 |