Poster Layout Generation on PKU PosterLayout Annotated (test)
0.2572OverlapICVT
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ICVTarchitecture=Non-LLM2025.05 | 0.2572 | 0.0405 | 0.5384 | 0.3932 | 0.7831 | 1.0836 | 0.0259 | 0.4655 | |
| LayoutDMarchitecture=Non-LLM2025.05 | 0.1562 | 0.0018 | 0.6426 | 0.3873 | 0.5066 | 0.2429 | 0.0185 | 0.2709 | |
| CGL-GANarchitecture=Non-LLM2025.05 | 0.0966 | 0.0035 | 0.7854 | 0.357 | 0.1204 | 0.2774 | 0.0191 | 0.1964 | |
| DS-GANarchitecture=Non-LLM2025.05 | 0.0261 | 0.0038 | 0.835 | 0.5804 | 0.0677 | 0.31 | 0.0199 | 0.1446 | |
| RALFarchitecture=Non-LLM2025.05 | 0.0084 | 0.0028 | 0.9808 | 0.9201 | 0.1162 | 0.0479 | 0.0128 | 0.041 | |
| LayoutPrompterarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 2-7B2025.05 | 0.0083 | 0.003 | 0.3716 | 0.1633 | 0.32 | 0.9433 | 0.0319 | 0.3959 | |
| LayoutPrompterarchitecture=LLM-based, training_protocol=Tuning-free, backbone=CodeLlama-7B2025.05 | 0.004 | 0.003 | 0.4415 | 0.1937 | 0.3662 | 0.9035 | 0.0301 | 0.3817 | |
| LayoutPrompterarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 3.1-8B2025.05 | 0.0017 | 0.0028 | 0.4085 | 0.1613 | 0.5199 | 0.8567 | 0.0309 | 0.406 | |
| Real data2025.05 | 0.001 | 0.0038 | 0.9942 | 0.9903 | 0.0289 | 0.0368 | 0.0109 | 0.0138 | |
| PosterLlamaarchitecture=LLM-based, training_protocol=Tuning-required2025.05 | 0.0008 | 0.0006 | 0.9999 | 0.9982 | 0.3407 | 0.2619 | 0.0177 | 0.0891 | |
| PosterOarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 3.1-8B2025.05 | 0.0006 | 0.0025 | 0.9888 | 0.9211 | 0.108 | 0.111 | 0.0171 | 0.047 | |
| PosterOarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 2-7B2025.05 | 0.0004 | 0.0027 | 0.7597 | 0.5605 | 0.3679 | 0.1491 | 0.0188 | 0.1741 | |
| PosterOarchitecture=LLM-based, training_protocol=Tuning-free, backbone=CodeLlama-7B2025.05 | 0.0004 | 0.0028 | 0.9621 | 0.8606 | 0.2397 | 0.2295 | 0.0189 | 0.0955 |