Fair Text-to-Image Generation on Fair TTI Evaluation Prompt Set (test)
0.01Bias-PKG-FairDiff
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=Gender2026.05 | 0.01 | 0.02 | 0 | 1.99 | 5.46 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=R+G+A2026.05 | 0.03 | 0.02 | 2.02 | 16.68 | 3.65 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=R+G+A2026.05 | 0.03 | 0.02 | 2.02 | 16.68 | 3.65 | |
| BaselineGenerator=GPT-Image-1, Attribute=R+G+A2026.05 | 0.04 | 0.02 | 1.95 | 17.82 | 3.22 | |
| KG-FairDiffGenerator=SD 3.5 Large, Attribute=R+G+A2026.05 | 0.04 | 0.03 | 2.69 | 8.49 | 4.17 | |
| KG-FairDiffGenerator=Zimage, Attribute=R+G+A2026.05 | 0.04 | 0.03 | 2.46 | 10.72 | 3.77 | |
| BaselineGenerator=SD Lightning, Attribute=R+G+A2026.05 | 0.04 | 0.02 | 1.86 | 19.55 | 3.89 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=R+G+A2026.05 | 0.04 | 0.01 | 1.48 | 28.61 | 3.75 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=R+G+A2026.05 | 0.04 | 0.02 | 1.83 | 20.15 | 4.04 | |
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=R+G+A2026.05 | 0.04 | 0.02 | 2.21 | 13.78 | 3.53 | |
| BaselineGenerator=Gemini 2.5 Flash, Attribute=R+G+A2026.05 | 0.04 | 0.02 | 2.25 | 13.27 | 3.84 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=R+G+A2026.05 | 0.04 | 0.03 | 2.54 | 9.86 | 3.69 | |
| BaselineGenerator=GPT-5-image, Attribute=R+G+A2026.05 | 0.04 | 0.02 | 1.95 | 17.82 | 3.22 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=R+A2026.05 | 0.05 | 0.03 | 1.85 | 9.89 | 4.13 | |
| KG-FairDiffGenerator=Qwen-VL-2512, Attribute=R+G+A2026.05 | 0.05 | 0.03 | 2.7 | 8.44 | 3.99 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=R+A2026.05 | 0.05 | 0.03 | 1.85 | 9.89 | 4.13 | |
| BaselineGenerator=GPT-Image-1, Attribute=R+A2026.05 | 0.06 | 0.03 | 1.72 | 11.25 | 3.92 | |
| BaselineGenerator=Qwen-VL-2512, Attribute=R+G+A2026.05 | 0.06 | 0.03 | 2.93 | 6.68 | 4.47 | |
| BaselineGenerator=SD 3.5 Large, Attribute=R+G+A2026.05 | 0.06 | 0.04 | 3.03 | 6.07 | 4.12 | |
| BaselineGenerator=Zimage, Attribute=R+G+A2026.05 | 0.06 | 0.03 | 2.49 | 10.4 | 4.46 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=Gender2026.05 | 0.06 | 0.01 | 0 | 1.99 | 4.99 | |
| BaselineGenerator=SD Lightning, Attribute=R+A2026.05 | 0.06 | 0.04 | 1.67 | 11.82 | 4.14 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=R+A2026.05 | 0.06 | 0.03 | 1.32 | 16.75 | 4.1 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=R+A2026.05 | 0.06 | 0.03 | 1.67 | 11.85 | 4.72 | |
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=R+A2026.05 | 0.06 | 0.03 | 1.8 | 10.32 | 4.09 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=Gender2026.05 | 0.06 | 0.05 | 0 | 1.98 | 4.86 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=R+A2026.05 | 0.06 | 0.04 | 2 | 8.45 | 3.62 | |
| BaselineGenerator=GPT-5-image, Attribute=R+A2026.05 | 0.06 | 0.03 | 1.72 | 11.25 | 3.92 | |
| KG-FairDiffGenerator=SD 3.5 Large, Attribute=R+A2026.05 | 0.07 | 0.06 | 2.46 | 5.37 | 4.45 | |
| KG-FairDiffGenerator=Zimage, Attribute=R+A2026.05 | 0.07 | 0.05 | 2.18 | 7.07 | 3.98 | |
| BaselineGenerator=Gemini 2.5 Flash, Attribute=R+A2026.05 | 0.07 | 0.04 | 2.09 | 7.77 | 4.15 | |
| BaselineGenerator=Qwen-VL-2512, Attribute=R+A2026.05 | 0.08 | 0.06 | 2.52 | 5.04 | 4.61 | |
| BaselineGenerator=GPT-Image-1, Attribute=Gender2026.05 | 0.09 | 0.05 | 0 | 1.98 | 4.91 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=G+A2026.05 | 0.09 | 0.08 | 0.82 | 7.86 | 4.42 | |
| KG-FairDiffGenerator=Qwen-VL-2512, Attribute=R+A2026.05 | 0.09 | 0.05 | 2.33 | 6.07 | 4.33 | |
| BaselineGenerator=SD 3.5 Large, Attribute=R+A2026.05 | 0.09 | 0.08 | 2.92 | 3.38 | 4.21 | |
| BaselineGenerator=Zimage, Attribute=R+A2026.05 | 0.09 | 0.05 | 2.27 | 6.45 | 4.5 | |
| BaselineGenerator=GPT-5-image, Attribute=Gender2026.05 | 0.09 | 0.05 | 0 | 1.98 | 4.91 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=G+A2026.05 | 0.09 | 0.08 | 0.82 | 7.86 | 4.42 | |
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=G+A2026.05 | 0.1 | 0.07 | 0.93 | 7.03 | 4.56 | |
| BaselineGenerator=GPT-Image-1, Attribute=R+G2026.05 | 0.11 | 0.06 | 0.58 | 7.83 | 3.66 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=R+G2026.05 | 0.11 | 0.07 | 0.74 | 6.64 | 4.23 | |
| KG-FairDiffGenerator=Zimage, Attribute=G+A2026.05 | 0.11 | 0.09 | 1.03 | 6.4 | 4.18 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=G+A2026.05 | 0.11 | 0.07 | 0.77 | 8.32 | 4.33 | |
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=R+G2026.05 | 0.11 | 0.1 | 1.01 | 5.05 | 4.45 | |
| BaselineGenerator=Gemini 2.5 Flash, Attribute=Gender2026.05 | 0.11 | 0 | 0 | 1.99 | 4.88 | |
| BaselineGenerator=GPT-5-image, Attribute=R+G2026.05 | 0.11 | 0.06 | 0.58 | 7.83 | 3.66 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=R+G2026.05 | 0.11 | 0.07 | 0.74 | 6.64 | 4.23 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=R+G2026.05 | 0.12 | 0.08 | 0.59 | 7.72 | 4.02 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=G+A2026.05 | 0.12 | 0.07 | 0.83 | 7.78 | 4.75 | |
| BaselineGenerator=GPT-Image-1, Attribute=Race2026.05 | 0.13 | 0.12 | 0.56 | 3.97 | 4.31 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=Gender2026.05 | 0.13 | 0.01 | 0 | 1.99 | 5.34 | |
| BaselineGenerator=GPT-Image-1, Attribute=G+A2026.05 | 0.13 | 0.09 | 1.15 | 5.65 | 4.28 | |
| KG-FairDiffGenerator=Zimage, Attribute=R+G2026.05 | 0.13 | 0.1 | 0.97 | 5.25 | 4.49 | |
| BaselineGenerator=SD Lightning, Attribute=G+A2026.05 | 0.13 | 0.09 | 1.07 | 6.15 | 4.59 | |
| BaselineGenerator=Gemini 2.5 Flash, Attribute=R+G2026.05 | 0.13 | 0.07 | 0.66 | 7.18 | 4.23 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=R+G2026.05 | 0.13 | 0.09 | 0.86 | 5.88 | 3.83 | |
| BaselineGenerator=GPT-5-image, Attribute=Race2026.05 | 0.13 | 0.12 | 0.56 | 3.97 | 4.31 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=Gender2026.05 | 0.13 | 0.01 | 0 | 1.99 | 5.34 | |
| BaselineGenerator=GPT-5-image, Attribute=G+A2026.05 | 0.13 | 0.09 | 1.15 | 5.65 | 4.28 | |
| KG-FairDiffGenerator=SD 3.5 Large, Attribute=R+G2026.05 | 0.14 | 0.12 | 1.07 | 4.76 | 4.56 | |
| KG-FairDiffGenerator=SD 3.5 Large, Attribute=G+A2026.05 | 0.14 | 0.12 | 1.54 | 3.82 | 4.25 | |
| BaselineGenerator=SD Lightning, Attribute=Gender2026.05 | 0.14 | 0.06 | 0 | 1.98 | 4.88 | |
| BaselineGenerator=SD Lightning, Attribute=R+G2026.05 | 0.14 | 0.09 | 0.74 | 6.63 | 4.1 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=R+G2026.05 | 0.14 | 0.08 | 0.79 | 6.32 | 4.69 | |
| BaselineGenerator=Gemini 2.5 Flash, Attribute=G+A2026.05 | 0.14 | 0.11 | 1.49 | 4.03 | 4.4 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=G+A2026.05 | 0.14 | 0.11 | 1.38 | 4.5 | 4.16 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=Age2026.05 | 0.15 | 0.13 | 0.71 | 4.41 | 4.49 | |
| BaselineGenerator=Qwen-VL-2512, Attribute=G+A2026.05 | 0.15 | 0.1 | 1.35 | 4.63 | 4.72 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=Age2026.05 | 0.15 | 0.13 | 0.71 | 4.41 | 4.49 | |
| BaselineGenerator=Zimage, Attribute=G+A2026.05 | 0.16 | 0.11 | 1.33 | 4.71 | 4.7 | |
| KG-FairDiffGenerator=GPT-Image-1, Attribute=Race2026.05 | 0.17 | 0.15 | 0.68 | 3.52 | 4.77 | |
| KG-FairDiffGenerator=Qwen-VL-2512, Attribute=R+G2026.05 | 0.17 | 0.1 | 1.09 | 4.68 | 4.15 | |
| KG-FairDiffGenerator=Qwen-VL-2512, Attribute=G+A2026.05 | 0.17 | 0.1 | 1.3 | 4.85 | 4.33 | |
| BaselineGenerator=SD 3.5 Large, Attribute=R+G2026.05 | 0.17 | 0.12 | 1.16 | 4.36 | 4.51 | |
| BaselineGenerator=SD 3.5 Large, Attribute=G+A2026.05 | 0.17 | 0.13 | 1.81 | 2.93 | 4.78 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=Age2026.05 | 0.17 | 0.12 | 0.63 | 4.77 | 4.46 | |
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=Age2026.05 | 0.17 | 0.13 | 0.82 | 3.94 | 5.36 | |
| KG-FairDiffGenerator=GPT-5-image, Attribute=Race2026.05 | 0.17 | 0.15 | 0.68 | 3.52 | 4.77 | |
| KG-FairDiffGenerator=Gemini 3 Pro, Attribute=Race2026.05 | 0.18 | 0.16 | 0.75 | 3.28 | 4.94 | |
| BaselineGenerator=Qwen-VL-2512, Attribute=R+G2026.05 | 0.19 | 0.16 | 1.57 | 2.88 | 4.51 | |
| KG-FairDiffGenerator=Zimage, Attribute=Age2026.05 | 0.19 | 0.15 | 0.79 | 4.04 | 4.36 | |
| KG-FairDiffGenerator=SD Lightning, Attribute=Race2026.05 | 0.19 | 0.16 | 0.57 | 3.92 | 4.6 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=Age2026.05 | 0.19 | 0.15 | 0.81 | 3.97 | 5.41 | |
| BaselineGenerator=GPT-Image-1, Attribute=Age2026.05 | 0.2 | 0.16 | 1.01 | 3.25 | 4.91 | |
| KG-FairDiffGenerator=Zimage, Attribute=Gender2026.05 | 0.2 | 0 | 0 | 2 | 5.51 | |
| BaselineGenerator=Zimage, Attribute=R+G2026.05 | 0.2 | 0.1 | 0.96 | 5.35 | 4.84 | |
| BaselineGenerator=SD Lightning, Attribute=Age2026.05 | 0.2 | 0.15 | 0.9 | 3.64 | 4.73 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=Race2026.05 | 0.2 | 0.15 | 0.67 | 3.55 | 5.17 | |
| BaselineGenerator=GPT-5-image, Attribute=Age2026.05 | 0.2 | 0.16 | 1.01 | 3.25 | 4.91 | |
| KG-FairDiffGenerator=SD 3.5 Large, Attribute=Gender2026.05 | 0.21 | 0.18 | 0.06 | 1.86 | 4.84 | |
| KG-FairDiffGenerator=Zimage, Attribute=Race2026.05 | 0.21 | 0.2 | 0.88 | 2.88 | 4.89 | |
| BaselineGenerator=Gemini 2.5 Flash, Attribute=Race2026.05 | 0.21 | 0.14 | 0.62 | 3.73 | 4.78 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=Race2026.05 | 0.21 | 0.17 | 0.78 | 3.19 | 4.44 | |
| KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=Age2026.05 | 0.21 | 0.17 | 1.07 | 3.05 | 4.53 | |
| BaselineGenerator=Qwen-VL-2512, Attribute=Age2026.05 | 0.22 | 0.15 | 0.95 | 3.44 | 5.06 | |
| BaselineGenerator=SD Lightning, Attribute=Race2026.05 | 0.22 | 0.19 | 0.72 | 3.38 | 4.47 | |
| KG-FairDiffGenerator=SD 3.5 Large, Attribute=Race2026.05 | 0.23 | 0.21 | 0.97 | 2.63 | 4.86 | |
| BaselineGenerator=Gemini 3 Pro, Attribute=Gender2026.05 | 0.23 | 0.01 | 0 | 1.99 | 5.38 | |
| KG-FairDiffGenerator=Qwen-VL-2512, Attribute=Age2026.05 | 0.24 | 0.17 | 1.17 | 2.78 | 5.12 |