Text-to-Image Synthesis on MS-COCO 2014 (val)
6.63FIDDe-Diffusion
Evaluation Results
| Method | Links | |
|---|---|---|
| De-DiffusionGuidance Scale=3.02023.11 | 6.63 | |
| eDiff-I-Config-D# of params=9.1B, Zero-shot=true2022.11 | 6.95 | |
| eDiff-I-Config-C# of params=8.1B, Zero-shot=true2022.11 | 7.11 | |
| De-DiffusionGuidance Scale=4.02023.11 | 7.12 | |
| Parti# of params=20B, Zero-shot=true2022.11 | 7.23 | |
| eDiff-I-Config-B# of params=7.1B, Zero-shot=true2022.11 | 7.26 | |
| Imagen# of params=7.9B, Zero-shot=true2022.11 | 7.27 | |
| eDiff-I-Config-A# of params=6.8B, Zero-shot=true2022.11 | 7.35 | |
| De-DiffusionGuidance Scale=5.02023.11 | 7.85 | |
| COCO longestGuidance Scale=3.02023.11 | 8.08 | |
| COCO longestGuidance Scale=2.02023.11 | 8.14 | |
| De-DiffusionGuidance Scale=2.02023.11 | 8.15 | |
| COCO randomGuidance Scale=2.02023.11 | 8.38 | |
| BLIP-2Guidance Scale=2.02023.11 | 8.46 | |
| PaLI-XGuidance Scale=2.02023.11 | 8.5 | |
| Stable Diffusion# of params=1.4B, Zero-shot=true2022.11 | 8.59 | |
| COCO randomGuidance Scale=3.02023.11 | 8.65 | |
| De-DiffusionGuidance Scale=6.02023.11 | 8.65 | |
| BLIP-2Guidance Scale=3.02023.11 | 8.92 | |
| COCO concat.Guidance Scale=3.02023.11 | 8.96 | |
| COCO longestGuidance Scale=4.02023.11 | 9.28 | |
| De-DiffusionGuidance Scale=7.02023.11 | 9.36 | |
| COCO concat.Guidance Scale=2.02023.11 | 9.48 | |
| PaLI-XGuidance Scale=1.52023.11 | 9.68 | |
| De-DiffusionGuidance Scale=8.02023.11 | 10.02 | |
| COCO concat.Guidance Scale=4.02023.11 | 10.03 | |
| COCO randomGuidance Scale=4.02023.11 | 10.09 | |
| PaLI-XGuidance Scale=3.02023.11 | 10.16 | |
| DALL-E 2# of params=6.5B, Zero-shot=true2022.11 | 10.39 | |
| BLIP-2Guidance Scale=4.02023.11 | 10.4 | |
| COCO longestGuidance Scale=5.02023.11 | 10.62 | |
| BLIP-2Guidance Scale=1.52023.11 | 10.66 | |
| COCO longestGuidance Scale=1.52023.11 | 10.68 | |
| COCO randomGuidance Scale=1.52023.11 | 10.79 | |
| COCO concat.Guidance Scale=5.02023.11 | 11.37 | |
| De-DiffusionGuidance Scale=1.52023.11 | 11.51 | |
| COCO randomGuidance Scale=5.02023.11 | 11.57 | |
| COCO longestGuidance Scale=6.02023.11 | 11.62 | |
| Make-A-Scene# of params=4B, Zero-shot=true2022.11 | 11.84 | |
| BLIP-2Guidance Scale=5.02023.11 | 11.84 | |
| GLIDE# of params=5B, Zero-shot=true2022.11 | 12.24 | |
| PaLI-XGuidance Scale=4.02023.11 | 12.38 | |
| COCO concat.Guidance Scale=6.02023.11 | 12.39 | |
| COCO concat.Guidance Scale=1.52023.11 | 12.4 | |
| COCO randomGuidance Scale=6.02023.11 | 12.41 | |
| COCO longestGuidance Scale=7.02023.11 | 12.61 | |
| BLIP-2Guidance Scale=6.02023.11 | 12.93 | |
| COCO concat.Guidance Scale=7.02023.11 | 13.29 | |
| COCO longestGuidance Scale=8.02023.11 | 13.38 | |
| COCO randomGuidance Scale=7.02023.11 | 13.66 | |
| BLIP-2Guidance Scale=7.02023.11 | 13.81 | |
| COCO concat.Guidance Scale=8.02023.11 | 14.1 | |
| PaLI-XGuidance Scale=5.02023.11 | 14.27 | |
| COCO randomGuidance Scale=8.02023.11 | 14.37 | |
| BLIP-2Guidance Scale=8.02023.11 | 14.77 | |
| PaLI-XGuidance Scale=6.02023.11 | 15.81 | |
| PaLI-XGuidance Scale=7.02023.11 | 16.81 | |
| PaLI-XGuidance Scale=8.02023.11 | 17.76 |