Research map / Image generation / Autoregressive and latent generation
Learning to Generate Posters of Scientific Papers
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| probabilistic graphical model instead of linear SVR for panel size | panel inference · Poster-Paper test | MSE: 3831.3 -> 3650.4 | Helped |
| probabilistic graphical model instead of linear SVR for panel aspect ratio | panel inference · Poster-Paper test | MSE: 0.76 -> 0.67 | Helped |
| generated poster vs novice-designed poster on aesthetics | poster generator · user study | aesthetics score: 6.12 -> 6.86 | Helped |
| generated poster vs original posters on aesthetics | poster generator · user study | aesthetics score: 7.43 -> 6.86 | Hurt |
Closest papers by meaning
- P2P: Automated Paper-to-Poster Generation and Fine-Grained Benchmark (ICLR 2026 · similarity 0.89)
- Paper2Poster: Towards Multimodal Poster Automation from Scientific Papers (NeurIPS 2025 · similarity 0.88)
- PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation (CVPR 2025 · similarity 0.82)
- GlyphDraw2: Automatic Generation of Complex Glyph Posters with Diffusion Models and Large Language Models (AAAI 2025 · similarity 0.80)
- DeTikZify: Synthesizing Graphics Programs for Scientific Figures and Sketches with TikZ (NeurIPS 2024 · similarity 0.80)
- POSTA: A Go-to Framework for Customized Artistic Poster Generation (CVPR 2025 · similarity 0.80)
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