Text-to-image generation on COCO 2014 (unspecified split)
5.31FIDLoTTS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LoTTSModel=FLUX2025.11 | 5.31 | 0.351 | |
| Particle SamplingModel=FLUX2025.11 | 6.02 | 0.332 | |
| Best-of-NModel=FLUX2025.11 | 6.34 | 0.306 | |
| Ediff-IParams=9.1B, BS x Iter=2048 x 800K2025.03 | 6.95 | — | |
| ResamplingModel=FLUX2025.11 | 7.01 | 0.282 | |
| ImagenParams=2B, BS x Iter=2048 x 2.5M2025.03 | 7.27 | 0.27 | |
| LoTTSModel=SDXL2025.11 | 7.33 | 0.297 | |
| Particle SamplingModel=SDXL2025.11 | 7.99 | 0.271 | |
| Best-of-NModel=SDXL2025.11 | 8.34 | 0.268 | |
| WeGenParams=7B, BS x Iter=2048 x 20K2025.03 | 9.39 | 0.308 | |
| ResamplingModel=SDXL2025.11 | 9.56 | 0.234 | |
| SDv1.5Params=0.8B, BS x Iter=2048 x 860K2025.03 | 9.93 | 0.302 | |
| DALL-E 2Params=3.5B, BS x Iter=2048 x 800K2025.03 | 10.39 | 0.314 | |
| LoTTSModel=SD2.12025.11 | 10.89 | 0.263 | |
| Kosmos-GParams=1.9B, BS x Iter=4688 x 300K2025.03 | 10.99 | — | |
| EmuParams=13B, BS x Iter=480 x 10K2025.03 | 11.66 | 0.286 | |
| Make-A-SceneParams=4B, BS x Iter=1024 x 170K2025.03 | 11.84 | — | |
| GILLParams=6.7B, BS x Iter=200 x 20K2025.03 | 12.2 | — | |
| GLIDEParams=3B, BS x Iter=2048 x 2.5M2025.03 | 12.24 | — | |
| Particle SamplingModel=SD2.12025.11 | 12.34 | 0.26 | |
| LDMParams=1.45B, BS x Iter=680 x 370K2025.03 | 12.63 | — | |
| SEED-XParams=13B2025.03 | 12.68 | — | |
| Best-of-NModel=SD2.12025.11 | 13.21 | 0.252 | |
| ResamplingModel=SD2.12025.11 | 15.33 | 0.201 | |
| MMARParams=7B, BS x Iter=1152 x 313K2025.03 | 17.1 | — | |
| TFDFP=12026.05 | 18.39 | 0.332 | |
| DMD2FP=12026.05 | 19.01 | 0.336 | |
| SDXL teacherFP=100, cfg=62026.05 | 19.36 | 0.332 | |
| SDXL teacherFP=100, cfg=82026.05 | 20.39 | 0.335 | |
| SDXL LightningFP=12026.05 | 23.92 | 0.316 | |
| SDXL-TurboFP=12026.05 | 24.57 | 0.337 | |
| DALL-EParams=12B, BS x Iter=1024 x 430K2025.03 | 27.5 | — | |
| ChameleonParams=7B, BS x Iter=488 x 250K2025.03 | 29.6 | 0.243 | |
| LCM-SDXLFP=12026.05 | 81.62 | 0.275 | |
| Emu2-GenParams=33B, BS x Iter=6912 x 36K2025.03 | — | 0.297 | |
| SDXLParams=2.6B, BS x Iter=2048 x 800K2025.03 | — | 0.31 |