Text-to-Image Generation on Race attributes prompts using Stable Diffusion 1.5
0.14Bias-OText Embedding Steering (TES)
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Text Embedding Steering (TES)Base Model=Stable Diffusion v1.52026.07 | 0.14 | 1.03 | 0.08 | 28.53 | 68.95 | 0.64 | 253.62 | 1.37 | |
| LightFairBase Model=Stable Diffusion v1.52026.07 | 0.18 | 1.06 | 0.06 | 31.34 | 86.31 | 0.81 | 259.96 | 1.33 | |
| FinetuneFDBase Model=Stable Diffusion v1.52026.07 | 0.2 | 1.41 | 0.07 | 29.02 | 74.57 | 0.54 | 270.09 | 1.26 | |
| AITTIBase Model=Stable Diffusion v1.52026.07 | 0.25 | 1.2 | 0.08 | 29.03 | 85.43 | 0.79 | 271.13 | 1.29 | |
| MISTBase Model=Stable Diffusion v1.52026.07 | 0.26 | 1.19 | 0.08 | 29.08 | 83.25 | 0.76 | 265.83 | 1.28 | |
| ITI-GENBase Model=Stable Diffusion v1.52026.07 | 0.31 | 1.62 | 0.1 | 28.13 | 66.97 | 0.42 | 269.84 | 1.33 | |
| FairMappingBase Model=Stable Diffusion v1.52026.07 | 0.34 | 1.75 | 0.1 | 29.29 | 76.54 | 0.54 | 280.95 | 1.26 | |
| BalancingActBase Model=Stable Diffusion v1.52026.07 | 0.34 | 1.13 | 0.07 | 29.34 | 77.44 | 0.55 | 271.91 | 1.29 | |
| EntiGenBase Model=Stable Diffusion v1.52026.07 | 0.37 | 2.88 | 0.09 | 27.97 | 69.56 | 0.47 | 265.94 | 1.31 | |
| TIMEBase Model=Stable Diffusion v1.52026.07 | 0.39 | 1.51 | 0.12 | 27.97 | 76.53 | 0.54 | 275.72 | 1.26 | |
| FairSMBase Model=Stable Diffusion v1.52026.07 | 0.42 | 1.61 | 0.13 | 28.68 | 72.83 | 0.51 | 271.58 | 1.27 | |
| UCEBase Model=Stable Diffusion v1.52026.07 | 0.44 | 1.4 | 0.13 | 29.13 | 90.15 | 0.83 | 281.16 | 1.26 | |
| SANERBase Model=Stable Diffusion v1.52026.07 | 0.45 | 1.41 | 0.13 | 28.5 | 73.64 | 0.5 | 273.21 | 1.24 | |
| TIBase Model=Stable Diffusion v1.52026.07 | 0.47 | 1.45 | 0.14 | 28.67 | 67.96 | 0.43 | 275.2 | 1.25 | |
| FairDBase Model=Stable Diffusion v1.52026.07 | 0.5 | 1.5 | 0.15 | 28.95 | 74.33 | 0.53 | 262.72 | 1.28 | |
| SDBase Model=Stable Diffusion v1.52026.07 | 0.54 | 1.6 | 0.17 | 29.31 | — | — | 275.13 | 1.26 | |
| DEARBase Model=Stable Diffusion v1.52026.07 | 0.54 | 1.6 | 0.17 | 29.31 | — | — | 275.13 | 1.26 |