Research map / Image generation / Autoregressive and latent generation
PosterLayout: A New Benchmark and Approach for Content-Aware Visual-Textual Presentation Layout
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use DS-GAN instead of CGL-GAN | content-aware visual-textual layout generation · PKU PosterLayout validation | Ove: 0.0605 -> 0.0220 | Helped |
| Use DS-GAN instead of CGL-GAN | content-aware visual-textual layout generation · PKU PosterLayout validation | Ali: 0.0062 -> 0.0046 | Helped |
| Use DS-GAN instead of CGL-GAN | content-aware visual-textual layout generation · PKU PosterLayout validation | Und_l: 0.8624 -> 0.8315 | Hurt |
| Use DS-GAN instead of CGL-GAN | content-aware visual-textual layout generation · PKU PosterLayout validation | Und_s: 0.4043 -> 0.4320 | Helped |
| Use DS-GAN instead of CGL-GAN | content-aware visual-textual layout generation · PKU PosterLayout validation | Uti: 0.2257 -> 0.2541 | Helped |
| Use DS-GAN instead of SmartText | content-aware visual-textual layout generation · PKU PosterLayout validation | Occ: 0.0912 -> 0.2088 | Hurt |
| Use DS-GAN instead of SmartText | content-aware visual-textual layout generation · PKU PosterLayout validation | Rea: 0.1528 -> 0.1874 | Hurt |
| Add the CNN-LSTM model (ablation) | DS-GAN · PKU PosterLayout validation | Val: 0.6765 -> 0.8788 | Helped |
| Add the CNN-LSTM model (ablation) | DS-GAN · PKU PosterLayout validation | Ove: 0.0888 -> 0.0220 | Helped |
| Add the CNN-LSTM model (ablation) | DS-GAN · PKU PosterLayout validation | Und_l: 0.0106 -> 0.8315 | Helped |
| Add DSF-based importance ordering rather than random ordering (ablation) | DS-GAN-8 · PKU PosterLayout validation | AE: 0.5730 -> 0.3272 | Helped |
| Use DSF-based order rather than geometric order (ablation) | DS-GAN-8 · PKU PosterLayout validation | Ali: 0.0050 -> 0.0043 | Helped |
Closest papers by meaning
- PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation (CVPR 2025 · similarity 0.91)
- AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models (CVPR 2025 · similarity 0.88)
- POSTA: A Go-to Framework for Customized Artistic Poster Generation (CVPR 2025 · similarity 0.88)
- Seeing is Improving: Visual Feedback for Iterative Text Layout Refinement (CVPR 2026 · similarity 0.88)
- Desigen: A Pipeline for Controllable Design Template Generation (CVPR 2024 · similarity 0.87)
- Graphic Design with Large Multimodal Model (AAAI 2025 · similarity 0.87)
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