Research map / Image generation / Autoregressive and latent generation
Variational Transformer Networks for Layout Generation
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use self-attention to model relationships between layout elements regardless of sequence distance | Variational Transformer Networks · PubLayNet | attention to relevant elements | Helped |
| Interpolate between latent vectors | Variational Transformer Networks · PubLayNet | validity of generated layouts | Helped |
| Add latent vectors incrementally | Non-autoregressive decoder · Layout generation | layout extension consistency | Helped |
| Train on 50K PubLayNet samples | Autoregressive Variational Transformer Network · PubLayNet | generalization measured by unique DocSim matches | Helped |
Closest papers by meaning
- MaskPLAN: Masked Generative Layout Planning from Partial Input (CVPR 2024 · similarity 0.86)
- Towards Aligned Layout Generation via Diffusion Model with Aesthetic Constraints (ICLR 2024 · similarity 0.86)
- AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment of Multi-modal Large Language Models (CVPR 2025 · similarity 0.86)
- Rethinking The Training And Evaluation of Rich-Context Layout-to-Image Generation (NeurIPS 2024 · similarity 0.84)
- Visual Layout Composer: Image-Vector Dual Diffusion Model for Design Layout Generation (CVPR 2024 · similarity 0.84)
- Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation (CVPR 2024 · similarity 0.84)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.