Text-to-Image Generation on LAION-5B 1,000 prompts
47.079FID (Real)DemoFusion
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DemoFusionResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 47.079 | 0.002 | 19.533 | 26.441 | 0.004 | 27.843 | 33.748 | 79 | — | |
| AccDiffusionResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 48.143 | 0.002 | 18.466 | 32.747 | 0.008 | 24.778 | 33.153 | 111 | 13.8 | |
| RectifiedHRResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 48.361 | 0.002 | 20.616 | 25.347 | 0.003 | 28.126 | 33.756 | 13 | 32.2 | |
| RectifiedHRResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 48.684 | 0.003 | 20.352 | 35.718 | 0.009 | 20.819 | 33.415 | 37 | 32.2 | |
| DiffuseHighResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 48.861 | 0.003 | 19.716 | 40.267 | 0.01 | 21.55 | 33.39 | 190 | — | |
| DemoFusionResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 48.983 | 0.003 | 18.225 | 38.136 | 0.01 | 20.786 | 33.311 | 605 | — | |
| FreCasResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 49.129 | 0.003 | 20.274 | 27.002 | 0.004 | 29.843 | 33.7 | 14 | 16.2 | |
| DiffuseHighResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 49.748 | 0.003 | 19.537 | 27.667 | 0.004 | 27.876 | 33.436 | 37 | — | |
| FreCasResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 49.764 | 0.003 | 18.656 | 39.047 | 0.01 | 21.7 | 33.237 | 74 | 16.2 | |
| AccDiffusionResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 54.918 | 0.005 | 17.444 | 60.362 | 0.023 | 16.37 | 32.438 | 826 | 13.8 | |
| ElasticDiffusionResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 56.639 | 0.01 | 15.326 | 37.649 | 0.014 | 19.867 | 32.301 | 150 | — | |
| CutDiffusionResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 59.152 | 0.007 | 17.109 | 38.004 | 0.008 | 23.444 | 32.573 | 53 | — | |
| HiDiffusionResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 63.674 | 0.007 | 16.876 | 41.93 | 0.008 | 23.165 | 31.711 | 18 | 12.7 | |
| ScaleCrafterResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 64.236 | 0.007 | 15.952 | 45.861 | 0.01 | 22.252 | 31.803 | 35 | 13.6 | |
| FouriScaleResolution=2048 × 2048, Base Model=SDXL, Training Strategy=Training-free2025.03 | 71.344 | 0.01 | 15.957 | 53.99 | 0.014 | 20.625 | 31.157 | 59 | 11.6 | |
| HiDiffusionResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 93.515 | 0.024 | 11.878 | 120.17 | 0.058 | 11.272 | 27.853 | 71 | 12.7 | |
| ElasticDiffusionResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 101.313 | 0.056 | 9.406 | 111.102 | 0.089 | 7.627 | 27.725 | 400 | — | |
| ScaleCrafterResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 110.094 | 0.028 | 10.098 | 112.105 | 0.043 | 11.421 | 27.809 | 528 | 13.6 | |
| CutDiffusionResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 130.207 | 0.055 | 9.334 | 113.033 | 0.055 | 10.961 | 26.734 | 193 | — | |
| FouriScaleResolution=4096 × 4096, Base Model=SDXL, Training Strategy=Training-free2025.03 | 135.111 | 0.046 | 9.481 | 129.895 | 0.057 | 9.792 | 26.891 | 489 | 11.6 |