Text-to-Image Generation on DiffusionDB (test)
7.426Aesthetic ScoreOracle
Evaluation results
| Method | Links | |||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OracleModel=SDXL, TFLOPs=119.702025.06 | 7.426 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.334 | 0.145 | 1.446 | |
| OracleModel=DEEP, TFLOPs=210.002025.06 | 7.421 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.337 | 0.146 | 1.446 | |
| OracleModel=SDXL, TFLOPs=239.402025.06 | 7.416 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.337 | 0.146 | 1.444 | |
| OracleModel=LIGH, TFLOPs=23.922025.06 | 7.385 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.323 | 0.144 | 1.416 | |
| OracleModel=SDXL, TFLOPs=598.502025.06 | 7.284 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.336 | 0.145 | 1.376 | |
| OracleModel=DDIM, TFLOPs=598.502025.06 | 7.284 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.336 | 0.145 | 1.376 | |
| OracleModel=TURB, TFLOPs=1.542025.06 | 7.132 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.309 | 0.14 | 1.303 | |
| CATImageTarget Budget Reference=DDIM, TFLOPs=598.5, Fraction of TFLOPs=33.5%2025.06 | 7.109 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=SDXL-50, TFLOPs=598.5, Fraction of TFLOPs=33.5%2025.06 | 7.109 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=FLUX-15, TFLOPs=892.8, Fraction of TFLOPs=50.0%2025.06 | 7.108 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=SDXL100, TFLOPs=1197.00, Fraction of TFLOPs=67.0%2025.06 | 7.09 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=SDXL-20, TFLOPs=239.4, Fraction of TFLOPs=13.4%2025.06 | 7.087 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=DeepCache, TFLOPs=210, Fraction of TFLOPs=11.8%2025.06 | 7.082 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=SDXL-10, TFLOPs=119.70, Fraction of TFLOPs=6.7%2025.06 | 7.068 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=FLUX-1, TFLOPs=59.52, Fraction of TFLOPs=3.3%2025.06 | 7.055 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageTarget Budget Reference=Lighting, TFLOPs=23.92, Fraction of TFLOPs=1.3%2025.06 | 7.045 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageModel=LIGH, TFLOPs=23.922025.06 | 7.042 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.308 | 0.135 | 1.086 | |
| CATImageModel=SDXL, TFLOPs=119.702025.06 | 7.032 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.314 | 0.136 | 1.086 | |
| CATImageModel=DEEP, TFLOPs=210.002025.06 | 7.012 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.316 | 0.137 | 1.079 | |
| CATImageModel=SDXL, TFLOPs=239.402025.06 | 7.012 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.317 | 0.137 | 1.076 | |
| Fixed BaselineTarget Budget Reference=Lighting, TFLOPs=23.92, Fraction of TFLOPs=1.3%2025.06 | 7.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=LIGH, TFLOPs=23.922025.06 | 7.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.3 | 0.11 | 0.932 | |
| CATImageTarget Budget Reference=FLUX-30, TFLOPs=1785.60, Fraction of TFLOPs=100.0%2025.06 | 6.983 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Fixed BaselineTarget Budget Reference=FLUX-30, TFLOPs=1785.60, Fraction of TFLOPs=100.0%2025.06 | 6.983 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Fixed BaselineTarget Budget Reference=FLUX-15, TFLOPs=892.8, Fraction of TFLOPs=50.0%2025.06 | 6.952 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageModel=SDXL, TFLOPs=598.502025.06 | 6.935 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.318 | 0.137 | 1.037 | |
| CATImageModel=DDIM, TFLOPs=598.502025.06 | 6.935 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.318 | 0.137 | 1.037 | |
| CATImageTarget Budget Reference=Turbo, TFLOPs=1.54, Fraction of TFLOPs=0.1%2025.06 | 6.913 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CATImageModel=TURB, TFLOPs=1.542025.06 | 6.913 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.304 | 0.135 | 1.083 | |
| CATImageTarget Budget Reference=Infinity, TFLOPs=1.50, Fraction of TFLOPs=0.1%2025.06 | 6.824 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Fixed BaselineTarget Budget Reference=Infinity, TFLOPs=1.50, Fraction of TFLOPs=0.1%2025.06 | 6.824 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OracleModel=INFI, TFLOPs=1.502025.06 | 6.824 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.259 | 0.131 | 1.029 | |
| CATImageModel=INFI, TFLOPs=1.502025.06 | 6.824 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.259 | 0.131 | 1.029 | |
| FixedModel=INFI, TFLOPs=1.502025.06 | 6.824 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.259 | 0.131 | 1.029 | |
| Fixed BaselineTarget Budget Reference=Turbo, TFLOPs=1.54, Fraction of TFLOPs=0.1%2025.06 | 6.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=TURB, TFLOPs=1.542025.06 | 6.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.304 | 0.122 | 0.96 | |
| Fixed BaselineTarget Budget Reference=SDXL100, TFLOPs=1197.00, Fraction of TFLOPs=67.0%2025.06 | 6.707 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OracleModel=SDXL, TFLOPs=1197.002025.06 | 6.707 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.318 | 0.126 | 0.891 | |
| CATImageModel=SDXL, TFLOPs=1197.002025.06 | 6.707 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.318 | 0.126 | 0.891 | |
| FixedModel=SDXL, TFLOPs=1197.002025.06 | 6.707 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.318 | 0.126 | 0.891 | |
| Fixed BaselineTarget Budget Reference=SDXL-50, TFLOPs=598.5, Fraction of TFLOPs=33.5%2025.06 | 6.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=SDXL, TFLOPs=598.502025.06 | 6.69 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.317 | 0.123 | 0.866 | |
| Fixed BaselineTarget Budget Reference=DeepCache, TFLOPs=210, Fraction of TFLOPs=11.8%2025.06 | 6.625 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=DEEP, TFLOPs=210.002025.06 | 6.625 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.316 | 0.101 | 0.809 | |
| Fixed BaselineTarget Budget Reference=DDIM, TFLOPs=598.5, Fraction of TFLOPs=33.5%2025.06 | 6.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=DDIM, TFLOPs=598.502025.06 | 6.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.315 | 0.107 | 0.861 | |
| Fixed BaselineTarget Budget Reference=SDXL-20, TFLOPs=239.4, Fraction of TFLOPs=13.4%2025.06 | 6.588 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=SDXL, TFLOPs=239.402025.06 | 6.588 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.315 | 0.114 | 0.769 | |
| Fixed BaselineTarget Budget Reference=SDXL-10, TFLOPs=119.70, Fraction of TFLOPs=6.7%2025.06 | 6.285 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FixedModel=SDXL, TFLOPs=119.702025.06 | 6.285 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.308 | 0.103 | 0.497 | |
| Fixed BaselineTarget Budget Reference=FLUX-1, TFLOPs=59.52, Fraction of TFLOPs=3.3%2025.06 | 3.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AutoLoRAPre-trained Model=SD152026.03 | — | 35.62 | 25.56 | 6.15 | 20.17 | 83.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AutoLoRAPre-trained Model=FLUX2026.03 | — | 102.33 | 29.75 | 6.17 | 21.01 | 79.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAREPre-trained Model=SD152026.03 | — | 28.02 | 24.78 | 5.95 | 19.74 | 83.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DAREPre-trained Model=FLUX2026.03 | — | 100.21 | 28.87 | 6.18 | 20.87 | 79.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffAgentPre-trained Model=SD152026.03 | — | 52.65 | 27.52 | 6.39 | 20.31 | 84.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DiffAgentPre-trained Model=FLUX2026.03 | — | 124.51 | 30.26 | 6.23 | 21.18 | 81.36 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Diffusion SoupPre-trained Model=SD152026.03 | — | 33.79 | 25.64 | 6.04 | 20.39 | 84.61 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Diffusion SoupPre-trained Model=FLUX2026.03 | — | 115.24 | 30.03 | 6.1 | 21.25 | 78.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DirectPre-trained Model=SD152026.03 | — | 14.83 | 23.74 | 5.87 | 19.61 | 82.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DirectPre-trained Model=FLUX2026.03 | — | 91.14 | 29.4 | 6.13 | 20.67 | 79.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DPOBase Model=SD3-M, Alignment Method=DPO2026.05 | — | — | — | — | — | — | 24.193 | 24.207 | 34.126 | 33.892 | 1.831 | 1.683 | 6.087 | 6.072 | 40.312 | 40.288 | — | — | — | |
| DPOBase Model=FLUX2026.05 | — | — | — | — | — | — | 24.751 | 24.746 | 33.901 | 33.754 | 1.805 | 1.677 | 6.311 | 6.315 | 39.405 | 39.374 | — | — | — | |
| ESA*+K-LoRAPre-trained Model=SD15, Modified ESA module=true2026.03 | — | 27.14 | 25.42 | 6.1 | 19.94 | 85.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESA*+K-LoRAPre-trained Model=FLUX, Modified ESA module=true2026.03 | — | 110.98 | 29.73 | 6.14 | 20.97 | 80.84 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESA*+LoRA.rarPre-trained Model=SD15, Modified ESA module=true2026.03 | — | 34.23 | 25.46 | 6.14 | 20.24 | 85.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ESA*+LoRA.rarPre-trained Model=FLUX, Modified ESA module=true2026.03 | — | 96.45 | 28.51 | 6.15 | 20.59 | 79.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLUXBase Model=FLUX2026.05 | — | — | — | — | — | — | 24.701 | 24.707 | 33.716 | 33.429 | 1.787 | 1.602 | 6.286 | 6.274 | 39.067 | 39.243 | — | — | — | |
| IPOBase Model=SD3-M, Alignment Method=IPO2026.05 | — | — | — | — | — | — | 24.172 | 24.188 | 34.058 | 33.847 | 1.829 | 1.672 | 6.071 | 6.063 | 40.251 | 40.229 | — | — | — | |
| IPOBase Model=FLUX2026.05 | — | — | — | — | — | — | 24.739 | 24.728 | 33.953 | 33.703 | 1.803 | 1.663 | 6.348 | 6.362 | 39.351 | 39.366 | — | — | — | |
| Model SwarmsPre-trained Model=SD152026.03 | — | 50.62 | 26.63 | 5.93 | 19.71 | 82.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Model SwarmsPre-trained Model=FLUX2026.03 | — | 120.82 | 30.22 | 6.17 | 21.26 | 81.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursPre-trained Model=SD152026.03 | — | 85.4 | 29.48 | 6.66 | 21.05 | 85.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursPre-trained Model=FLUX2026.03 | — | 148.75 | 32.36 | 6.64 | 21.84 | 82.66 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours fixedPre-trained Model=SD152026.03 | — | 54.83 | 27.67 | 6.2 | 20.48 | 85.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Ours fixedPre-trained Model=FLUX2026.03 | — | 123.19 | 30.5 | 6.45 | 21.58 | 81.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PNAPOBase Model=SD3-M, Alignment Method=PNAPO2026.05 | — | — | — | — | — | — | 24.246 | 24.251 | 34.748 | 34.285 | 1.838 | 1.714 | 6.212 | 6.164 | 40.489 | 40.481 | — | — | — | |
| PNAPOBase Model=FLUX2026.05 | — | — | — | — | — | — | 24.883 | 24.899 | 34.327 | 34.34 | 1.812 | 1.699 | 6.473 | 6.482 | 39.686 | 39.43 | — | — | — | |
| SD3-MBase Model=SD3-M2026.05 | — | — | — | — | — | — | 24.076 | 24.079 | 33.85 | 33.485 | 1.784 | 1.581 | 6.145 | 6.132 | 39.737 | 39.714 | — | — | — | |
| SFTBase Model=SD3-M, Alignment Method=SFT2026.05 | — | — | — | — | — | — | 24.141 | 24.164 | 33.686 | 33.307 | 1.824 | 1.64 | 6.014 | 5.998 | 40.1 | 40.104 | — | — | — | |
| SFTBase Model=FLUX2026.05 | — | — | — | — | — | — | 24.723 | 24.727 | 33.929 | 33.658 | 1.8 | 1.65 | 6.339 | 6.34 | 39.316 | 39.369 | — | — | — |