NSFW suppression on P4D
93.4ASROriginal SD
Evaluation Results
| Method | Links | |
|---|---|---|
| Original SDWeight modified=–, External dataset=–2026.04 | 93.4 | |
| SAFREEWeight modified=✗, External dataset=✗2026.04 | 40.4 | |
| Ours (VLM)Weight modified=✗, External dataset=✗2026.04 | 11.2 | |
| CUREWeight modified=✓, External dataset=✗2026.04 | 10.7 | |
| Ours (CLIP)Weight modified=✗, External dataset=✗2026.04 | 10.5 | |
| SLDaugmented_with_egloce=false2026.04 | 0.92 | |
| SLD StrongEvaluation Protocol=Inference-time, Configuration=Strong, Backbone=Stable Diffusion v1.42026.06 | 0.914 | |
| SLD MediumEvaluation Protocol=Inference-time, Configuration=Medium, Backbone=Stable Diffusion v1.42026.06 | 0.907 | |
| SLD + Oursaugmented_with_egloce=true2026.04 | 0.9 | |
| SD v1.4Backbone=Stable Diffusion v1.42026.06 | 0.854 | |
| SLD MaxEvaluation Protocol=Inference-time, Configuration=Max, Backbone=Stable Diffusion v1.42026.06 | 0.788 | |
| SDXLBackbone=SDXL2026.06 | 0.748 | |
| Original SDBase Model=SD-v32026.04 | 0.701 | |
| SD v3Backbone=SD v32026.06 | 0.675 | |
| CAEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.06 | 0.636 | |
| ESD + Oursaugmented_with_egloce=true2026.04 | 0.589 | |
| ESDaugmented_with_egloce=false2026.04 | 0.583 | |
| SAFREEEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 0.529 | |
| SAFREEBackbone=SDXL2026.06 | 0.437 | |
| RECEaugmented_with_egloce=false2026.04 | 0.427 | |
| SAFREEaugmented_with_egloce=false2026.04 | 0.4 | |
| RECEEvaluation Protocol=Weight-editing, Backbone=Stable Diffusion v1.42026.06 | 0.377 | |
| SAFREE + Oursaugmented_with_egloce=true2026.04 | 0.36 | |
| NPEvaluation Protocol=Inference-time, Method Full Name=Negative Prompting, Backbone=Stable Diffusion v1.42026.06 | 0.338 | |
| STGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 0.331 | |
| RECE + Oursaugmented_with_egloce=true2026.04 | 0.313 | |
| UCEEvaluation Protocol=Weight-editing, Backbone=Stable Diffusion v1.42026.06 | 0.298 | |
| TraSCEEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 0.291 | |
| SAFREE*Base Model=SD-v32026.04 | 0.271 | |
| SAFREEBackbone=SD v32026.06 | 0.245 | |
| DNGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 0.225 | |
| Modular Energy Steering (CLIP)Base Model=SD-v3, Energy Estimator=CLIP2026.04 | 0.224 | |
| NPBackbone=SDXL2026.06 | 0.205 | |
| MACEEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.06 | 0.159 | |
| ESDEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.06 | 0.152 | |
| DNGBackbone=SDXL2026.06 | 0.146 | |
| NPBackbone=SD v32026.06 | 0.139 | |
| DNGBackbone=SD v32026.06 | 0.132 | |
| CRGBackbone=SDXL2026.06 | 0.06 | |
| CRGBackbone=SD v32026.06 | 0.06 | |
| CRGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.06 | 0.026 |