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Fair Text-to-Image Generation on Fair TTI Evaluation Prompt Set (test)

0.01Bias-PKG-FairDiff
0.00080.06290.1250.1871May 31, 2026

Evaluation results

MethodLinks
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=Gender2026.050.010.0201.995.46
KG-FairDiffGenerator=GPT-Image-1, Attribute=R+G+A2026.050.030.022.0216.683.65
KG-FairDiffGenerator=GPT-5-image, Attribute=R+G+A2026.050.030.022.0216.683.65
BaselineGenerator=GPT-Image-1, Attribute=R+G+A2026.050.040.021.9517.823.22
KG-FairDiffGenerator=SD 3.5 Large, Attribute=R+G+A2026.050.040.032.698.494.17
KG-FairDiffGenerator=Zimage, Attribute=R+G+A2026.050.040.032.4610.723.77
BaselineGenerator=SD Lightning, Attribute=R+G+A2026.050.040.021.8619.553.89
KG-FairDiffGenerator=SD Lightning, Attribute=R+G+A2026.050.040.011.4828.613.75
BaselineGenerator=Gemini 3 Pro, Attribute=R+G+A2026.050.040.021.8320.154.04
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=R+G+A2026.050.040.022.2113.783.53
BaselineGenerator=Gemini 2.5 Flash, Attribute=R+G+A2026.050.040.022.2513.273.84
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=R+G+A2026.050.040.032.549.863.69
BaselineGenerator=GPT-5-image, Attribute=R+G+A2026.050.040.021.9517.823.22
KG-FairDiffGenerator=GPT-Image-1, Attribute=R+A2026.050.050.031.859.894.13
KG-FairDiffGenerator=Qwen-VL-2512, Attribute=R+G+A2026.050.050.032.78.443.99
KG-FairDiffGenerator=GPT-5-image, Attribute=R+A2026.050.050.031.859.894.13
BaselineGenerator=GPT-Image-1, Attribute=R+A2026.050.060.031.7211.253.92
BaselineGenerator=Qwen-VL-2512, Attribute=R+G+A2026.050.060.032.936.684.47
BaselineGenerator=SD 3.5 Large, Attribute=R+G+A2026.050.060.043.036.074.12
BaselineGenerator=Zimage, Attribute=R+G+A2026.050.060.032.4910.44.46
KG-FairDiffGenerator=SD Lightning, Attribute=Gender2026.050.060.0101.994.99
BaselineGenerator=SD Lightning, Attribute=R+A2026.050.060.041.6711.824.14
KG-FairDiffGenerator=SD Lightning, Attribute=R+A2026.050.060.031.3216.754.1
BaselineGenerator=Gemini 3 Pro, Attribute=R+A2026.050.060.031.6711.854.72
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=R+A2026.050.060.031.810.324.09
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=Gender2026.050.060.0501.984.86
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=R+A2026.050.060.0428.453.62
BaselineGenerator=GPT-5-image, Attribute=R+A2026.050.060.031.7211.253.92
KG-FairDiffGenerator=SD 3.5 Large, Attribute=R+A2026.050.070.062.465.374.45
KG-FairDiffGenerator=Zimage, Attribute=R+A2026.050.070.052.187.073.98
BaselineGenerator=Gemini 2.5 Flash, Attribute=R+A2026.050.070.042.097.774.15
BaselineGenerator=Qwen-VL-2512, Attribute=R+A2026.050.080.062.525.044.61
BaselineGenerator=GPT-Image-1, Attribute=Gender2026.050.090.0501.984.91
KG-FairDiffGenerator=GPT-Image-1, Attribute=G+A2026.050.090.080.827.864.42
KG-FairDiffGenerator=Qwen-VL-2512, Attribute=R+A2026.050.090.052.336.074.33
BaselineGenerator=SD 3.5 Large, Attribute=R+A2026.050.090.082.923.384.21
BaselineGenerator=Zimage, Attribute=R+A2026.050.090.052.276.454.5
BaselineGenerator=GPT-5-image, Attribute=Gender2026.050.090.0501.984.91
KG-FairDiffGenerator=GPT-5-image, Attribute=G+A2026.050.090.080.827.864.42
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=G+A2026.050.10.070.937.034.56
BaselineGenerator=GPT-Image-1, Attribute=R+G2026.050.110.060.587.833.66
KG-FairDiffGenerator=GPT-Image-1, Attribute=R+G2026.050.110.070.746.644.23
KG-FairDiffGenerator=Zimage, Attribute=G+A2026.050.110.091.036.44.18
KG-FairDiffGenerator=SD Lightning, Attribute=G+A2026.050.110.070.778.324.33
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=R+G2026.050.110.11.015.054.45
BaselineGenerator=Gemini 2.5 Flash, Attribute=Gender2026.050.11001.994.88
BaselineGenerator=GPT-5-image, Attribute=R+G2026.050.110.060.587.833.66
KG-FairDiffGenerator=GPT-5-image, Attribute=R+G2026.050.110.070.746.644.23
KG-FairDiffGenerator=SD Lightning, Attribute=R+G2026.050.120.080.597.724.02
BaselineGenerator=Gemini 3 Pro, Attribute=G+A2026.050.120.070.837.784.75
BaselineGenerator=GPT-Image-1, Attribute=Race2026.050.130.120.563.974.31
KG-FairDiffGenerator=GPT-Image-1, Attribute=Gender2026.050.130.0101.995.34
BaselineGenerator=GPT-Image-1, Attribute=G+A2026.050.130.091.155.654.28
KG-FairDiffGenerator=Zimage, Attribute=R+G2026.050.130.10.975.254.49
BaselineGenerator=SD Lightning, Attribute=G+A2026.050.130.091.076.154.59
BaselineGenerator=Gemini 2.5 Flash, Attribute=R+G2026.050.130.070.667.184.23
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=R+G2026.050.130.090.865.883.83
BaselineGenerator=GPT-5-image, Attribute=Race2026.050.130.120.563.974.31
KG-FairDiffGenerator=GPT-5-image, Attribute=Gender2026.050.130.0101.995.34
BaselineGenerator=GPT-5-image, Attribute=G+A2026.050.130.091.155.654.28
KG-FairDiffGenerator=SD 3.5 Large, Attribute=R+G2026.050.140.121.074.764.56
KG-FairDiffGenerator=SD 3.5 Large, Attribute=G+A2026.050.140.121.543.824.25
BaselineGenerator=SD Lightning, Attribute=Gender2026.050.140.0601.984.88
BaselineGenerator=SD Lightning, Attribute=R+G2026.050.140.090.746.634.1
BaselineGenerator=Gemini 3 Pro, Attribute=R+G2026.050.140.080.796.324.69
BaselineGenerator=Gemini 2.5 Flash, Attribute=G+A2026.050.140.111.494.034.4
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=G+A2026.050.140.111.384.54.16
KG-FairDiffGenerator=GPT-Image-1, Attribute=Age2026.050.150.130.714.414.49
BaselineGenerator=Qwen-VL-2512, Attribute=G+A2026.050.150.11.354.634.72
KG-FairDiffGenerator=GPT-5-image, Attribute=Age2026.050.150.130.714.414.49
BaselineGenerator=Zimage, Attribute=G+A2026.050.160.111.334.714.7
KG-FairDiffGenerator=GPT-Image-1, Attribute=Race2026.050.170.150.683.524.77
KG-FairDiffGenerator=Qwen-VL-2512, Attribute=R+G2026.050.170.11.094.684.15
KG-FairDiffGenerator=Qwen-VL-2512, Attribute=G+A2026.050.170.11.34.854.33
BaselineGenerator=SD 3.5 Large, Attribute=R+G2026.050.170.121.164.364.51
BaselineGenerator=SD 3.5 Large, Attribute=G+A2026.050.170.131.812.934.78
KG-FairDiffGenerator=SD Lightning, Attribute=Age2026.050.170.120.634.774.46
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=Age2026.050.170.130.823.945.36
KG-FairDiffGenerator=GPT-5-image, Attribute=Race2026.050.170.150.683.524.77
KG-FairDiffGenerator=Gemini 3 Pro, Attribute=Race2026.050.180.160.753.284.94
BaselineGenerator=Qwen-VL-2512, Attribute=R+G2026.050.190.161.572.884.51
KG-FairDiffGenerator=Zimage, Attribute=Age2026.050.190.150.794.044.36
KG-FairDiffGenerator=SD Lightning, Attribute=Race2026.050.190.160.573.924.6
BaselineGenerator=Gemini 3 Pro, Attribute=Age2026.050.190.150.813.975.41
BaselineGenerator=GPT-Image-1, Attribute=Age2026.050.20.161.013.254.91
KG-FairDiffGenerator=Zimage, Attribute=Gender2026.050.20025.51
BaselineGenerator=Zimage, Attribute=R+G2026.050.20.10.965.354.84
BaselineGenerator=SD Lightning, Attribute=Age2026.050.20.150.93.644.73
BaselineGenerator=Gemini 3 Pro, Attribute=Race2026.050.20.150.673.555.17
BaselineGenerator=GPT-5-image, Attribute=Age2026.050.20.161.013.254.91
KG-FairDiffGenerator=SD 3.5 Large, Attribute=Gender2026.050.210.180.061.864.84
KG-FairDiffGenerator=Zimage, Attribute=Race2026.050.210.20.882.884.89
BaselineGenerator=Gemini 2.5 Flash, Attribute=Race2026.050.210.140.623.734.78
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=Race2026.050.210.170.783.194.44
KG-FairDiffGenerator=Gemini 2.5 Flash, Attribute=Age2026.050.210.171.073.054.53
BaselineGenerator=Qwen-VL-2512, Attribute=Age2026.050.220.150.953.445.06
BaselineGenerator=SD Lightning, Attribute=Race2026.050.220.190.723.384.47
KG-FairDiffGenerator=SD 3.5 Large, Attribute=Race2026.050.230.210.972.634.86
BaselineGenerator=Gemini 3 Pro, Attribute=Gender2026.050.230.0101.995.38
KG-FairDiffGenerator=Qwen-VL-2512, Attribute=Age2026.050.240.171.172.785.12