List your company
ResearchFormerly WizWand

NSFW suppression on P4D

93.4ASROriginal SD
-3.7089621.5020246.71371.92398Apr 2, 2026Apr 16, 2026May 1, 2026May 16, 2026May 30, 2026Jun 14, 2026Jun 29, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Original SDWeight modified=–, External dataset=–2026.0493.4
SAFREEWeight modified=✗, External dataset=✗2026.0440.4
Ours (VLM)Weight modified=✗, External dataset=✗2026.0411.2
CUREWeight modified=✓, External dataset=✗2026.0410.7
Ours (CLIP)Weight modified=✗, External dataset=✗2026.0410.5
SLDaugmented_with_egloce=false2026.040.92
SLD StrongEvaluation Protocol=Inference-time, Configuration=Strong, Backbone=Stable Diffusion v1.42026.060.914
SLD MediumEvaluation Protocol=Inference-time, Configuration=Medium, Backbone=Stable Diffusion v1.42026.060.907
SLD + Oursaugmented_with_egloce=true2026.040.9
SD v1.4Backbone=Stable Diffusion v1.42026.060.854
SLD MaxEvaluation Protocol=Inference-time, Configuration=Max, Backbone=Stable Diffusion v1.42026.060.788
SDXLBackbone=SDXL2026.060.748
Original SDBase Model=SD-v32026.040.701
SD v3Backbone=SD v32026.060.675
CAEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.060.636
ESD + Oursaugmented_with_egloce=true2026.040.589
ESDaugmented_with_egloce=false2026.040.583
SAFREEEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.060.529
SAFREEBackbone=SDXL2026.060.437
RECEaugmented_with_egloce=false2026.040.427
SAFREEaugmented_with_egloce=false2026.040.4
RECEEvaluation Protocol=Weight-editing, Backbone=Stable Diffusion v1.42026.060.377
SAFREE + Oursaugmented_with_egloce=true2026.040.36
NPEvaluation Protocol=Inference-time, Method Full Name=Negative Prompting, Backbone=Stable Diffusion v1.42026.060.338
STGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.060.331
RECE + Oursaugmented_with_egloce=true2026.040.313
UCEEvaluation Protocol=Weight-editing, Backbone=Stable Diffusion v1.42026.060.298
TraSCEEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.060.291
SAFREE*Base Model=SD-v32026.040.271
SAFREEBackbone=SD v32026.060.245
DNGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.060.225
Modular Energy Steering (CLIP)Base Model=SD-v3, Energy Estimator=CLIP2026.040.224
NPBackbone=SDXL2026.060.205
MACEEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.060.159
ESDEvaluation Protocol=Fine-tuning, Backbone=Stable Diffusion v1.42026.060.152
DNGBackbone=SDXL2026.060.146
NPBackbone=SD v32026.060.139
DNGBackbone=SD v32026.060.132
CRGBackbone=SDXL2026.060.06
CRGBackbone=SD v32026.060.06
CRGEvaluation Protocol=Inference-time, Backbone=Stable Diffusion v1.42026.060.026