mlsanityData to 13 Oct 2026

WebRPG: Automatic Web Rendering Parameters Generation for Visual Presentation

arXiv 2407.15502 ↗First posted 22 Jul 2024cs.CVcited by 4

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Abstract (arXiv)

In the era of content creation revolution propelled by advancements in generative models, the field of web design remains unexplored despite its critical role in modern digital communication. The web design process is complex and often time-consuming, especially for those with limited expertise. In this paper, we introduce Web Rendering Parameters Generation (WebRPG), a new task that aims at automating the generation for visual presentation of web pages based on their HTML code. WebRPG would contribute to a faster web development workflow. Since there is no existing benchmark available, we develop a new dataset for WebRPG through an automated pipeline. Moreover, we present baseline models, utilizing VAE to manage numerous elements and rendering parameters, along with custom HTML embedding for capturing essential semantic and hierarchical information from HTML. Extensive experiments, including customized quantitative evaluations for this specific task, are conducted to evaluate the quality of the generated results.

Key facts. Cited by 4 papers in the map (data through 13 Oct 2026). Builds on 43 of its 75 references that are in the map. First posted on arXiv 22 Jul 2024.

Builds on

43 of 75 references.

References · 43

  1. 2017Attention Is All You Needcited by 60,106
  2. 2020Language Models are Few-Shot Learnerscited by 32,320
  3. 2020Denoising Diffusion Probabilistic Modelscited by 20,952
  4. 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,777
  5. 2022Training language models to follow instructions with human feedbackcited by 15,856
  6. 2023Llama 2: Open Foundation and Fine-Tuned Chat Modelscited by 12,979
  7. 2021Diffusion Models Beat GANs on Image Synthesiscited by 8,213
  8. 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,564
  9. 2019BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehensioncited by 5,884
  10. 2017Neural Discrete Representation Learningcited by 4,680
  11. 2013Auto-Encoding Variational Bayescited by 4,024
  12. 2021Improved Denoising Diffusion Probabilistic Modelscited by 3,751
31 more
  1. 2023Code Llama: Open Foundation Models for Codecited by 2,130
  2. 2021Image Super-Resolution via Iterative Refinementcited by 1,509
  3. 2019Generating Diverse High-Fidelity Images with VQ-VAE-2cited by 1,381
  4. 2020DiffWave: A Versatile Diffusion Model for Audio Synthesiscited by 1,348
  5. 2024DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligencecited by 1,173
  6. 2022MaskGIT: Masked Generative Image Transformercited by 1,090
  7. 2022Diffusion-LM Improves Controllable Text Generationcited by 1,012
  8. 2023The Dawn of LMMs: Preliminary Explorations with GPT-4V(ision)cited by 680
  9. 2020WaveGrad: Estimating Gradients for Waveform Generationcited by 621
  10. 2024StarCoder 2 and The Stack v2: The Next Generationcited by 499
  11. 2023LayoutDM: Discrete Diffusion Model for Controllable Layout Generationcited by 142
  12. 2019LayoutVAE: Stochastic Scene Layout Generation From a Label Setcited by 119
  13. 2017Multi-Content GAN for Few-Shot Font Style Transfercited by 100
  14. 2021WebSRC: A Dataset for Web-Based Structural Reading Comprehensioncited by 98
  15. 2019Neural Design Network: Graphic Layout Generation with Constraintscited by 83
  16. 2021Constrained Graphic Layout Generation via Latent Optimizationcited by 83
  17. 2020Attribute-conditioned Layout GAN for Automatic Graphic Designcited by 67
  18. 2021WaveGrad 2: Iterative Refinement for Text-to-Speech Synthesiscited by 65
  19. 2022A Survey on Non-Autoregressive Generation for Neural Machine Translation and Beyondcited by 64
  20. 2019Learning Canonical Representations for Scene Graph to Image Generationcited by 60
  21. 2022Composition-aware Graphic Layout GAN for Visual-textual Presentation Designscited by 59
  22. 2023A Survey on Long Text Modeling with Transformerscited by 47
  23. 2021MarkupLM: Pre-training of Text and Markup Language for Visually-rich Document Understandingcited by 44
  24. 2023Unifying Layout Generation with a Decoupled Diffusion Modelcited by 41
  25. 2022Learning to Denoise Raw Mobile UI Layouts for Improving Datasets at Scalecited by 30
  26. 2022DOM-LM: Learning Generalizable Representations for HTML Documentscited by 24
  27. 2023PLay: Parametrically Conditioned Layout Generation using Latent Diffusioncited by 24
  28. 2023Context Perception Parallel Decoder for Scene Text Recognitioncited by 19
  29. 2022Generative Colorization of Structured Mobile Web Pagescited by 8
  30. 2022TIE: Topological Information Enhanced Structural Reading Comprehension on Web Pagescited by 4
  31. 2018SWDE : A Sub-Word And Document Embedding Based Engine for Clickbait Detectioncited by 1

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Cited by year (2026 to 13 Oct)

Citing papers per year: 2024: 2; 2025: 1; 2026: 1.

4 papers.

  1. 2024Multimodal Markup Document Models for Graphic Design Completioncited by 15
  2. 2024Is Cognition Consistent with Perception? Assessing and Mitigating Multimodal Knowledge Conflicts in Document Understandingcited by 4
  3. 2025DesignLab: Designing Slides Through Iterative Detection and Correctioncited by 1
  4. 2026AnyDoc: Enhancing Document Generation via Large-Scale HTML/CSS Data Synthesis and Height-Aware Reinforcement Optimizationcited by 1