Fairness-aware Image Generation on Stable Diffusion Gender attributes v1.5
0.09Bias-OText Embedding Steering (TES)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Text Embedding Steering (TES)Base Model=Stable Diffusion v1.52026.07 | 0.09 | 1.88 | 0.05 | 28.68 | 73.93 | 0.64 | 253.04 | 1.36 | |
| LightFairBase Model=Stable Diffusion v1.52026.07 | 0.3 | 0.99 | 0.17 | 30.57 | 80.09 | 0.63 | 233.53 | 1.3 | |
| FinetuneFDBase Model=Stable Diffusion v1.52026.07 | 0.38 | 2.31 | 0.22 | 29.34 | 76.17 | 0.57 | 278.21 | 1.24 | |
| MISTBase Model=Stable Diffusion v1.52026.07 | 0.39 | 1.35 | 0.22 | 29.1 | 76.67 | 0.55 | 254.33 | 1.27 | |
| ITI-GENBase Model=Stable Diffusion v1.52026.07 | 0.39 | 1.27 | 0.18 | 28.36 | 68.82 | 0.45 | 246.55 | 1.29 | |
| BalancingActBase Model=Stable Diffusion v1.52026.07 | 0.41 | 1.7 | 0.24 | 29.3 | 77.37 | 0.55 | 272.08 | 1.28 | |
| AITTIBase Model=Stable Diffusion v1.52026.07 | 0.41 | 1.34 | 0.25 | 29.03 | 77.25 | 0.56 | 267.23 | 1.29 | |
| FairMappingBase Model=Stable Diffusion v1.52026.07 | 0.46 | 2.16 | 0.3 | 29.3 | 76 | 0.53 | 278.81 | 1.26 | |
| EntiGenBase Model=Stable Diffusion v1.52026.07 | 0.46 | 2.63 | 0.27 | 28.57 | 71.89 | 0.5 | 263.76 | 1.29 | |
| SANERBase Model=Stable Diffusion v1.52026.07 | 0.52 | 1.65 | 0.35 | 28.13 | 75.28 | 0.52 | 275.34 | 1.25 | |
| TIBase Model=Stable Diffusion v1.52026.07 | 0.56 | 1.88 | 0.33 | 28.76 | 75.43 | 0.54 | 278.92 | 1.27 | |
| TIMEBase Model=Stable Diffusion v1.52026.07 | 0.65 | 1.76 | 0.4 | 28.45 | 73.71 | 0.52 | 279.17 | 1.25 | |
| FairSMBase Model=Stable Diffusion v1.52026.07 | 0.65 | 1.83 | 0.43 | 27.98 | 74.23 | 0.52 | 265.6 | 1.26 | |
| SDBase Model=Stable Diffusion v1.52026.07 | 0.73 | 1.9 | 0.45 | 29.31 | — | — | 275.13 | 1.26 | |
| DEARBase Model=Stable Diffusion v1.52026.07 | 0.73 | 1.9 | 0.45 | 29.31 | — | — | 275.13 | 1.26 | |
| UCEBase Model=Stable Diffusion v1.52026.07 | 0.78 | 1.79 | 0.48 | 28.91 | 82.72 | 0.7 | 273.95 | 1.26 | |
| FairDBase Model=Stable Diffusion v1.52026.07 | 0.79 | 3.25 | 0.45 | 28.79 | 75.91 | 0.53 | 269.62 | 1.3 |