Academic Poster Generation on 30 top-conference papers
4.5Grid ScorePosterAgent
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PosterAgentVLM=Claude Sonnet 42025.08 | 4.5 | 3.93 | 4.03 | 4.27 | 2.9 | 3.1 | 5 | 2.83 | 3.1 | 3.7 | 3.63 | 4.8 | 5 | 3.91 | |
| PosterGenVLM=Claude Sonnet 42025.08 | 4.37 | 4.1 | 4.87 | 4.57 | 3.07 | 3.2 | 5 | 4.1 | 3.27 | 4.83 | 4 | 4.7 | 5 | 4.24 | |
| P2PVLM=Claude Sonnet 42025.08 | 4.3 | 3.9 | 4.37 | 4.1 | 3.37 | 3.6 | 5 | 3.43 | 2.97 | 3.7 | 3.5 | 4.87 | 5 | 4.01 | |
| Human-designedVLM=Claude Sonnet 42025.08 | 4.27 | 3.97 | 4.47 | 4.27 | 4.17 | 4.13 | 5 | 4.2 | 3.3 | 4.77 | 3.87 | 4.47 | 5 | 4.3 | |
| PosterGenVLM=GPT-4.12025.08 | 4.2 | 4.27 | 4.97 | 4.27 | 3.5 | 3.53 | 5 | 4.47 | 4.17 | 4.23 | 5 | 5 | 5 | 4.43 | |
| PosterAgentVLM=GPT-4.12025.08 | 3.97 | 4 | 4.13 | 3.97 | 3.2 | 3.27 | 5 | 3.17 | 3.17 | 3 | 4.73 | 5 | 5 | 3.97 | |
| P2PVLM=GPT-4.12025.08 | 3.8 | 3.9 | 4.2 | 3.9 | 3.53 | 3.63 | 4.97 | 3.33 | 3.13 | 3.17 | 4.37 | 5 | 5 | 3.99 | |
| Human-designedVLM=GPT-4.12025.08 | 3.77 | 3.8 | 4.47 | 3.83 | 3.83 | 3.93 | 4.97 | 4.1 | 3.93 | 4.3 | 4.7 | 4.93 | 5 | 4.27 | |
| GPT-4o-ImageVLM=Claude Sonnet 42025.08 | 2.9 | 2.83 | 3.73 | 2.6 | 2.1 | 1.97 | 4.93 | 2.17 | 3 | 3.1 | 2.87 | 2.77 | 2 | 2.84 | |
| GPT-4o-ImageVLM=GPT-4.12025.08 | 2.8 | 3.07 | 4 | 2.8 | 2.9 | 2.73 | 5 | 2.43 | 3.37 | 3.17 | 4.13 | 3.33 | 1.13 | 3.14 |