Text-to-Image Generation on COCO (test)
3.22FIDParti
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PartiType=Autoregressive, Pre-training images=4.8B, #Params=20B2024.10 | 3.22 | — | — | — | — | — | |
| Ours (Linear Extrapolation)Type=Diffusion, Pre-training images=7M, #Params=464M2024.10 | 5 | — | — | — | — | — | |
| Re-ImagenType=Diffusion, Pre-training images=50M, #Params=2.5B2024.10 | 5.25 | — | — | — | — | — | |
| Real Images2021.12 | 6.09 | 34.88 | 82.84 | 68.58 | — | — | |
| Make-A-SceneType=Autoregressive, Pre-training images=35M, #Params=4B2024.10 | 7.55 | — | — | — | — | — | |
| VQ-DiffusionType=Diffusion, Pre-training images=15M, #Params=370M2024.10 | 19.75 | — | — | — | — | — | |
| FuseDreamk=5, Resolution=2562021.12 | 21.16 | 34.26 | 96.43 | 65.56 | — | — | |
| FuseDreamk=5, Resolution=5122021.12 | 21.52 | 34.19 | 98.38 | 63.67 | — | — | |
| FuseDreamk=10, Resolution=2562021.12 | 21.89 | 34.67 | 98.46 | 66.06 | — | — | |
| OP-GAN2021.12 | 24.7 | 27.88 | — | 89.01 | — | — | |
| FuseDreamk=10, Resolution=5122021.12 | 25.24 | 32.88 | 98.44 | 63.8 | — | — | |
| Obj-GAN2021.12 | 25.85 | 27.37 | — | 86.2 | — | — | |
| CogView2021.12 | 27.1 | 18.2 | — | — | — | — | |
| DM-GAN2021.12 | 27.34 | 32.32 | 65.45 | 91.87 | — | — | |
| DALL-E2021.12 | 27.5 | 17.9 | — | — | — | — | |
| AttnGAN2021.12 | 28.76 | 23.79 | 65.66 | 82.98 | — | — | |
| P-AttnGAN2021.12 | 41.51 | 26.31 | — | 86.71 | — | — | |
| BigSleep2021.12 | 66.46 | 13.32 | 91.89 | 28.75 | — | — | |
| AttnGAN2024.10 | — | — | — | — | 35.49 | — | |
| DAE-GAN2024.10 | — | — | — | — | 28.12 | — | |
| DF-GAN2021.12 | — | 21.42 | 66.42 | — | — | — | |
| DF-GAN2024.10 | — | — | — | — | 21.42 | — | |
| DM-GAN2024.10 | — | — | — | — | 32.64 | — | |
| FlexTok-1.3BToken structure=1D ordered, Generation paradigm=AR decoding2026.04 | — | — | — | — | — | 80.4 | |
| FlexTok-1.3BToken structure=1D ordered, Generation paradigm=Beam search2026.04 | — | — | — | — | — | 90 | |
| GALIP2024.10 | — | — | — | — | 5.85 | — | |
| GAN-INT-CLS2021.12 | — | 7.88 | — | — | — | — | |
| Infinity-2BToken structure=2D multi-scale, Generation paradigm=AR decoding2026.04 | — | — | — | — | — | 81.9 | |
| Infinity-2BToken structure=2D multi-scale, Generation paradigm=Beam search2026.04 | — | — | — | — | — | 88.1 | |
| Janus-1.3BToken structure=2D grid, Generation paradigm=AR decoding2026.04 | — | — | — | — | — | 82.3 | |
| Janus-1.3BToken structure=2D grid, Generation paradigm=Beam search2026.04 | — | — | — | — | — | 87.6 | |
| Ours2024.10 | — | — | — | — | 5 | — | |
| RAT-GAN2024.10 | — | — | — | — | 14.6 | — | |
| StackGAN2021.12 | — | 8.45 | — | — | — | — | |
| StackGAN++2024.10 | — | — | — | — | 81.59 | — | |
| U-ViT2024.10 | — | — | — | — | 5.45 | — | |
| VQ-Diffusion2024.10 | — | — | — | — | 13.86 | — |