Nudity Removal on MMA-Diffusion
94.9ASRSD v1.4
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SD v1.4Backbone=Stable Diffusion v1.42026.06 | 94.9 | — | |
| SLD MediumEvaluation Protocol=Inference-time, Configuration=Medium, Backbone=Stable Diffusion v1.42026.06 | 94.5 | — | |
| SLD StrongEvaluation Protocol=Inference-time, Configuration=Strong, Backbone=Stable Diffusion v1.42026.06 | 91.3 | — | |
| SLDaugmented_with_egloce=false2026.04 | 91.2 | — | |
| SLD + Oursaugmented_with_egloce=true2026.04 | 89.2 | — | |
| SLD MaxEvaluation Protocol=Inference-time, Configuration=Max, Backbone=Stable Diffusion v1.42026.06 | 88.5 | — | |
| RECEEvaluation Protocol=Weight-editing, Backbone=Stable Diffusion v1.42026.06 | 69.5 | — | |
| STG + Semantic SurgeryBase Model=FLUX, Sampling Steps=82026.06 | 68.5 | 70.4 | |
| STGBase Model=FLUX, Sampling Steps=82026.06 | 67.5 | 69.9 | |
| Baseline + Semantic SurgeryBase Model=FLUX, Sampling Steps=82026.06 | 67.2 | 70.3 | |
| BaselineBase Model=FLUX, Sampling Steps=82026.06 | 66.5 | 68.8 | |
| Baseline + SAFREEBase Model=FLUX, Sampling Steps=82026.06 | 66.2 | 69.1 | |
| STG + SAFREEBase Model=FLUX, Sampling Steps=82026.06 | 66 | 68.2 | |
| SGFBase Model=FLUX, Sampling Steps=82026.06 | 63.2 | 64.6 | |
| SGF + Semantic SurgeryBase Model=FLUX, Sampling Steps=82026.06 | 61.3 | 64.1 | |
| SAFREEEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 61.1 | — | |
| STGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 58.4 | — | |
| CAEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.06 | 56.8 | — | |
| RECEaugmented_with_egloce=false2026.04 | 55.7 | — | |
| SGF + SAFREEBase Model=FLUX, Sampling Steps=82026.06 | 55.5 | 58.9 | |
| SAFREEaugmented_with_egloce=false2026.04 | 52.9 | — | |
| SAFREE + Oursaugmented_with_egloce=true2026.04 | 49.6 | — | |
| TraSCEEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 49 | — | |
| RECE + Oursaugmented_with_egloce=true2026.04 | 48.9 | — | |
| NPEvaluation Protocol=Inference-time, Method Full Name=Negative Prompting, Backbone=Stable Diffusion v1.42026.06 | 45.3 | — | |
| ESD + Oursaugmented_with_egloce=true2026.04 | 41.7 | — | |
| BaselineBase Model=MeanFlow, Sampling Steps=42026.06 | 41.7 | 46.2 | |
| Baseline + Semantic SurgeryBase Model=MeanFlow, Sampling Steps=42026.06 | 41.5 | 46.1 | |
| ESDaugmented_with_egloce=false2026.04 | 40.6 | — | |
| STGBase Model=MeanFlow, Sampling Steps=42026.06 | 40.3 | 45.4 | |
| STG + Semantic SurgeryBase Model=MeanFlow, Sampling Steps=42026.06 | 39.8 | 45.1 | |
| UCEEvaluation Protocol=Weight-editing, Backbone=Stable Diffusion v1.42026.06 | 36.4 | — | |
| SGF + Semantic SurgeryBase Model=MeanFlow, Sampling Steps=42026.06 | 34.7 | 38.4 | |
| Baseline + SAFREEBase Model=MeanFlow, Sampling Steps=42026.06 | 34 | 39.4 | |
| SGFBase Model=MeanFlow, Sampling Steps=42026.06 | 33 | 37.4 | |
| STG + SAFREEBase Model=MeanFlow, Sampling Steps=42026.06 | 32.5 | 37.9 | |
| SGF + SAFREEBase Model=MeanFlow, Sampling Steps=42026.06 | 27 | 30.9 | |
| ESDEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.06 | 24.2 | — | |
| CRGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 16.4 | — | |
| DNGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 13.9 | — | |
| MACEEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.06 | 12.7 | — | |
| VESFLOWBase Model=MeanFlow, Sampling Steps=42026.06 | 7.5 | 15 | |
| VESFLOW+Base Model=MeanFlow, Sampling Steps=42026.06 | 6.8 | 12.5 | |
| VESFLOWBase Model=FLUX, Sampling Steps=82026.06 | 5.2 | 9.7 | |
| VESFLOW+Base Model=FLUX, Sampling Steps=82026.06 | 0.3 | 1.2 |