Text-to-image generation on COCO 5K (Patch FID-T, HPSv2)
0.331CLIP ScoreSD 3.5
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SD 3.5#NFE=80, Teacher Model=Stable Diffusion 3.5 Large2025.05 | 0.331 | — | 0.2993 | 22.98 | 1.1629 | |
| SDXL#NFE=80, Teacher Model=Stable Diffusion XL2025.05 | 0.3293 | — | 0.293 | 22.67 | 0.8719 | |
| Ours-SD 3.5 (Euler)#NFE=4, Teacher Model=Stable Diffusion 3.5 Large, Sampling Method=Euler2025.05 | 0.3287 | 20.26 | 0.3008 | 22.9 | 1.2062 | |
| Ours-SD 3.5#NFE=4, Teacher Model=Stable Diffusion 3.5 Large2025.05 | 0.3286 | 17.48 | 0.3016 | 23.01 | 1.1713 | |
| DMD2-SDXL#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.3277 | 18.72 | 0.2963 | 22.98 | 0.9324 | |
| FLUX.1-schnell#NFE=4, Teacher Model=FLUX2025.05 | 0.3264 | — | 0.2962 | 22.77 | 1.0755 | |
| SD 3.5 Turbo#NFE=4, Teacher Model=Stable Diffusion 3.5 Large2025.05 | 0.3262 | 22.88 | 0.2909 | 22.89 | 1.0116 | |
| Hyper-SDXL#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.3254 | 17.49 | 0.3 | 22.98 | 0.9777 | |
| Ours-SDXL#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.3248 | 21.01 | 0.301 | 23.17 | 0.9951 | |
| PCM-SDXL#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.3242 | 17.77 | 0.292 | 22.54 | 0.6926 | |
| Hyper-FLUX#NFE=4, Teacher Model=FLUX2025.05 | 0.3238 | 23.47 | 0.2963 | 23.09 | 1.0983 | |
| LCM-SDXL#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.323 | 30.63 | 0.2824 | 22.22 | 0.5693 | |
| FLUX-Turbo-Alpha#NFE=4, Teacher Model=FLUX2025.05 | 0.3218 | 24.52 | 0.2907 | 22.89 | 1.0106 | |
| Flash-SDXL#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.3216 | 23.24 | 0.283 | 22.17 | 0.4295 | |
| SDXL-Lightning#NFE=4, Teacher Model=Stable Diffusion XL2025.05 | 0.3214 | 16.57 | 0.2931 | 22.8 | 0.7799 | |
| FLUX.1 dev#NFE=25, Teacher Model=FLUX2025.05 | 0.3207 | — | 0.2986 | 23.14 | 1.1063 | |
| FLUX.1 dev#NFE=50, Teacher Model=FLUX2025.05 | 0.3202 | — | 0.3 | 23.18 | 1.117 | |
| Ours-FLUX (Euler)#NFE=4, Teacher Model=FLUX, Sampling Method=Euler2025.05 | 0.3171 | 20.29 | 0.3008 | 23.26 | 1.1424 | |
| Ours-FLUX#NFE=4, Teacher Model=FLUX2025.05 | 0.3167 | 19.6 | 0.2997 | 23.13 | 1.0921 |