Conditional Layout Generation on PubLayNet
4.25FIDLayoutDM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LayoutDMModel Type=Task-agnostic models2023.03 | 4.25 | 38.1 | — | |
| BLTModel Type=Task-agnostic models2023.03 | 5.1 | 38.7 | — | |
| MaskGITModel Type=Task-agnostic models2023.03 | 5.86 | 38 | — | |
| BARTModel Type=Task-agnostic models2023.03 | 5.88 | 37.5 | — | |
| Real data2023.03 | 6.25 | 43.8 | — | |
| Real data2023.03 | 6.25 | 43.8 | — | |
| Real data2023.03 | 6.25 | — | 43.8 | |
| VQDiffusionModel Type=Task-agnostic models2023.03 | 7.13 | 37.4 | — | |
| LayoutDMModel Type=Task-agnostic models2023.03 | 7.65 | — | 37.7 | |
| LayoutDMModel Type=Task-agnostic models2023.03 | 7.95 | 31 | — | |
| LayoutTransModel Type=Task-agnostic models2023.03 | 8.36 | — | 45.1 | |
| BARTModel Type=Task-agnostic models2023.03 | 9.36 | 32 | — | |
| BARTModel Type=Task-agnostic models2023.03 | 9.58 | — | 44.6 | |
| LayoutGAN++Model Type=Task-specific models2023.03 | 9.94 | 34.2 | — | |
| VQDiffusionModel Type=Task-agnostic models2023.03 | 10.3 | 31.9 | — | |
| VQDiffusionModel Type=Task-agnostic models2023.03 | 11.1 | — | 37.3 | |
| LayoutTransModel Type=Task-agnostic models2023.03 | 14.1 | 27.2 | — | |
| LayoutTransModel Type=Task-agnostic models2023.03 | 16.9 | 32 | — | |
| MaskGITModel Type=Task-agnostic models2023.03 | 17.2 | 31.9 | — | |
| MaskGITModel Type=Task-agnostic models2023.03 | 19.7 | — | 48.4 | |
| LayoutGAN++Model Type=Task-specific models2023.03 | 24 | 26.3 | — | |
| LayoutVAEModel Type=Task-specific models2023.03 | 26 | 31.6 | — | |
| LayoutVAEModel Type=Task-specific models2023.03 | 27.5 | 31.5 | — | |
| NDN-noneModel Type=Task-specific models2023.03 | 61.1 | 16.2 | — | |
| NDN-noneModel Type=Task-specific models2023.03 | 69.4 | 22.2 | — | |
| BLTModel Type=Task-agnostic models2023.03 | 72.1 | 21.5 | — | |
| BLTModel Type=Task-agnostic models, Vocabulary=Trained with [PAD] as additional vocabulary2023.03 | 131 | — | 34.5 |