Text-to-Image Generation on MS-COCO Captions 30,000 (val)
7.55FID-0Make-A-Scene
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Make-A-SceneFine-tuning=true, Resolution=256x2562022.04 | 7.55 | — | — | — | — | — | |
| XMC-GANFine-tuning=true, Resolution=256x2562022.04 | 9.3 | — | — | — | — | 30.5 | |
| DALL-E-2Resolution=256x2562022.04 | 10.9 | — | — | — | — | — | |
| NÜWAFine-tuning=true, Resolution=256x2562022.04 | 12.9 | 13.8 | 15.7 | 19.3 | 24 | 27.2 | |
| CogView2Fine-tuning=true, Resolution=256x2562022.04 | 17.5 | 13.4 | 10.9 | 10.6 | 10.4 | 25.2 | |
| CogView2Resolution=256x2562022.04 | 24 | 19.7 | 16.8 | 17.2 | 17.2 | 22.4 | |
| CogView2Resolution=256x256, attention upweighting=false2022.04 | 24.6 | 20.4 | 17.5 | 17.9 | 18.9 | 21.1 | |
| DM-GANTraining Dataset=MS-COCO2021.11 | 26 | 39 | 73 | 119 | 112.3 | — | |
| DF-GANTraining Dataset=MS-COCO2021.11 | 26 | 33.8 | 55.9 | 91 | 97 | — | |
| DM-GANFine-tuning=true, Resolution=256x2562022.04 | 26 | 39 | 73 | 119 | 112.3 | 32.2 | |
| DF-GANFine-tuning=true, Resolution=256x2562022.04 | 26 | 33.8 | 55.9 | 91 | 97 | 18.7 | |
| LAFITEResolution=256x2562022.04 | 26.9 | 23 | 18.7 | 15.7 | 14.8 | 26 | |
| CogViewTraining Dataset=Large-scale (>30 million image-text pairs)2021.11 | 27.1 | 19.4 | 13.9 | 19.4 | 23.6 | — | |
| CogViewResolution=256x2562022.04 | 27.1 | 19.4 | 13.9 | 19.4 | 23.6 | 18.2 | |
| DALL-ETraining Dataset=Large-scale (>30 million image-text pairs)2021.11 | 27.5 | 28 | 45.5 | 83.5 | 85 | — | |
| DALL-EResolution=256x2562022.04 | 27.5 | 28 | 45.5 | 83.5 | 85 | 17.9 | |
| AttnGANTraining Dataset=MS-COCO2021.11 | 35.2 | 44 | 72 | 108 | 100 | — | |
| AttnGANFine-tuning=true, Resolution=256x2562022.04 | 35.2 | 44 | 72 | 108 | 100 | 23.3 | |
| CogView2Resolution=256x256, clustering sampling=false2022.04 | 36.4 | 32.4 | 28.9 | 28.5 | 30.4 | 18.8 | |
| L-Verse-CCTraining Dataset=Conceptual Captions2021.11 | 37.2 | 31.6 | 25.7 | 21.4 | 21.1 | — | |
| L-VerseTraining Dataset=MS-COCO2021.11 | 45.8 | 41.9 | 35.5 | 30.2 | 29.8 | — |