Poster Layout Generation on PKU PosterLayout Unannotated (test)
0.2786OveICVT
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ICVTarchitecture=Non-LLM2025.05 | 0.2786 | 0.048 | 0.4939 | 0.3549 | 0.7947 | 1.3289 | 0.0347 | 0.5194 | |
| LayoutDMarchitecture=Non-LLM2025.05 | 0.1638 | 0.0029 | 0.5987 | 0.3695 | 0.5357 | 0.3172 | 0.0264 | 0.2968 | |
| CGL-GANarchitecture=Non-LLM2025.05 | 0.101 | 0.0048 | 0.7326 | 0.2743 | 0.2275 | 0.7755 | 0.0327 | 0.3049 | |
| DS-GANarchitecture=Non-LLM2025.05 | 0.0248 | 0.0046 | 0.7859 | 0.4676 | 0.1659 | 0.5868 | 0.032 | 0.2229 | |
| RALFarchitecture=Non-LLM2025.05 | 0.0175 | 0.0069 | 0.9548 | 0.8653 | 0.5986 | 0.1779 | 0.0231 | 0.1434 | |
| LayoutPrompterarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 2-7B2025.05 | 0.0095 | 0.0032 | 0.3401 | 0.1161 | 0.5349 | 1.205 | 0.0408 | 0.4767 | |
| LayoutPrompterarchitecture=LLM-based, training_protocol=Tuning-free, backbone=CodeLlama-7B2025.05 | 0.0032 | 0.0028 | 0.4052 | 0.1464 | 0.5148 | 1.1106 | 0.0395 | 0.4456 | |
| Train data2025.05 | 0.0012 | 0.0027 | 0.9969 | 0.99 | 0 | 0 | 0.0108 | 0.004 | |
| LayoutPrompterarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 3.1-8B2025.05 | 0.001 | 0.0026 | 0.4054 | 0.1621 | 0.7005 | 1.0838 | 0.0412 | 0.466 | |
| PosterLlamaarchitecture=LLM-based, training_protocol=Tuning-required2025.05 | 0.0006 | 0.0006 | 0.9986 | 0.9917 | 0.2667 | 0.3823 | 0.0285 | 0.0983 | |
| PosterOarchitecture=LLM-based, training_protocol=Tuning-free, backbone=CodeLlama-7B2025.05 | 0.0005 | 0.0028 | 0.9595 | 0.8451 | 0.2796 | 0.3945 | 0.0273 | 0.1286 | |
| PosterOarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 2-7B2025.05 | 0.0004 | 0.0031 | 0.7284 | 0.5188 | 0.403 | 0.3351 | 0.0265 | 0.2173 | |
| PosterOarchitecture=LLM-based, training_protocol=Tuning-free, backbone=Llama 3.1-8B2025.05 | 0.0004 | 0.0025 | 0.9856 | 0.9241 | 0.1427 | 0.2131 | 0.0248 | 0.0677 |