Layout Generation

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 48 papers with code (148 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Towards Photo-Realistic Virtual Try-On by Adaptively Generating↔Preserving Image Content
  12 Mar 2020 3 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 2 pointer-only (licence)
  First, a semantic layout generation module utilizes semantic segmentation of the reference image to progressively predict the desired semantic layout after try-on.
• LayoutTransformer: Layout Generation and Completion with Self-attention
  25 Jun 2020 2 repositories listed Syntology ran 0 of 5 samples · 5 unverified
  Generating a new layout or extending an existing layout requires understanding the relationships between these primitives.
• LayoutVAE: Stochastic Scene Layout Generation From a Label Set
  24 Jul 2019 2 repositories listed Syntology ran 2 of 3 samples · 1 unverified
  Recently there is an increasing interest in scene generation within the research community.
• Relation-Rich Visual Document Generator for Visual Information Extraction
  14 Apr 2025 1 repository listed
  Despite advances in Large Language Models (LLMs) and Multimodal LLMs (MLLMs) for visual document understanding (VDU), visual information extraction (VIE) from relation-rich documents remains challenging due to the…
• MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse
  24 Mar 2025 1 repository listed Syntology ran 0 of 2 samples · 2 unverified
  We present MetaSpatial, the first reinforcement learning (RL)-based framework designed to enhance 3D spatial reasoning in vision-language models (VLMs), enabling real-time 3D scene generation without the need for…
• FoREST: Frame of Reference Evaluation in Spatial Reasoning Tasks
  25 Feb 2025 1 repository listed
  To address this issue, we introduce the Frame of Reference Evaluation in Spatial Reasoning Tasks (FoREST) benchmark, designed to assess FoR comprehension in LLMs.
• Smaller But Better: Unifying Layout Generation with Smaller Large Language Models
  19 Feb 2025 1 repository listed
  We propose LGGPT, an LLM-based model tailored for unified layout generation.
• DogLayout: Denoising Diffusion GAN for Discrete and Continuous Layout Generation
  30 Nov 2024 1 repository listed
  Layout Generation aims to synthesize plausible arrangements from given elements.
• HiCo: Hierarchical Controllable Diffusion Model for Layout-to-image Generation
  18 Oct 2024 1 repository listed Syntology ran 13 of 13 samples · 0 unverified · 13 pointer-only (licence)
  The task of layout-to-image generation involves synthesizing images based on the captions of objects and their spatial positions.
• Spatial Diffusion for Cell Layout Generation
  4 Sep 2024 1 repository listed
  In downstream tasks, we show that the generated cell layouts can be used to guide the generation of high-quality pathology images.
• UniPortrait: A Unified Framework for Identity-Preserving Single- and Multi-Human Image Personalization
  12 Aug 2024 1 repository listed Syntology ran 9 of 13 samples · 4 unverified
  UniPortrait consists of only two plug-and-play modules: an ID embedding module and an ID routing module.
• UrbanWorld: An Urban World Model for 3D City Generation
  16 Jul 2024 1 repository listed
  Toward this problem, we propose UrbanWorld, the first generative urban world model that can automatically create a customized, realistic and interactive 3D urban world with flexible control conditions.
• COHO: Context-Sensitive City-Scale Hierarchical Urban Layout Generation
  16 Jul 2024 1 repository listed
  The method encodes attributed buildings, city blocks, communities and cities into a unified graph structure, enabling self-supervised masked training for graph autoencoder.
• PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM
  5 Jun 2024 1 repository listed Syntology ran 5 of 6 samples · 1 unverified · 6 pointer-only (licence)
  This system integrates our proposed layout generation method as the core component, demonstrating its effectiveness in practical scenarios.
• Layout Generation Agents with Large Language Models
  13 May 2024 1 repository listed
  In recent years, there has been an increasing demand for customizable 3D virtual spaces.
• Graphic Design with Large Multimodal Model
  22 Apr 2024 1 repository listed
  One existing practice is Graphic Layout Generation (GLG), which aims to layout sequential design elements.
• PosterLlama: Bridging Design Ability of Langauge Model to Contents-Aware Layout Generation
  1 Apr 2024 1 repository listed
  Visual layout plays a critical role in graphic design fields such as advertising, posters, and web UI design.
• SVGCraft: Beyond Single Object Text-to-SVG Synthesis with Comprehensive Canvas Layout
  30 Mar 2024 1 repository listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  In response, this work introduces SVGCraft, a novel end-to-end framework for the creation of vector graphics depicting entire scenes from textual descriptions.
• OMG: Occlusion-friendly Personalized Multi-concept Generation in Diffusion Models
  16 Mar 2024 1 repository listed Syntology ran 5 of 13 samples · 8 unverified · 13 pointer-only (licence)
  We also observe that the initiation denoising timestep for noise blending is the key to identity preservation and layout.
• Towards Aligned Layout Generation via Diffusion Model with Aesthetic Constraints
  7 Feb 2024 1 repository listed Syntology ran 12 of 14 samples · 2 unverified
  Controllable layout generation refers to the process of creating a plausible visual arrangement of elements within a graphic design (e.
• Spot the Error: Non-autoregressive Graphic Layout Generation with Wireframe Locator
  29 Jan 2024 1 repository listed
  Furthermore, based on our observation that pixel space is more sensitive in capturing spatial patterns of graphic layouts (e.
• Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation
  22 Nov 2023 1 repository listed
  We show that a simple retrieval augmentation can significantly improve the generation quality.
• LayoutPrompter: Awaken the Design Ability of Large Language Models
  11 Nov 2023 1 repository listed Syntology ran 5 of 10 samples · 5 unverified
  In this work, we propose LayoutPrompter, which leverages large language models (LLMs) to address the above problems through in-context learning.
• LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models
  18 Sep 2023 1 repository listed
  Graphic layout generation, a growing research field, plays a significant role in user engagement and information perception.
• GlobalMapper: Arbitrary-Shaped Urban Layout Generation
  19 Jul 2023 1 repository listed
  Modeling and designing urban building layouts is of significant interest in computer vision, computer graphics, and urban applications.
• Relation-Aware Diffusion Model for Controllable Poster Layout Generation
  15 Jun 2023 1 repository listed
  To advance research in this field, we have constructed a poster layout dataset named CGL-Dataset V2.
• TaleCrafter: Interactive Story Visualization with Multiple Characters
  29 May 2023 1 repository listed
  Accurate Story visualization requires several necessary elements, such as identity consistency across frames, the alignment between plain text and visual content, and a reasonable layout of objects in images.
• GUILGET: GUI Layout GEneration with Transformer
  18 Apr 2023 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Arranging all components inside a GUI layout manually is a time-consuming task.
• LayoutDiffusion: Improving Graphic Layout Generation by Discrete Diffusion Probabilistic Models
  21 Mar 2023 1 repository listed Syntology ran 4 of 6 samples · 2 unverified
  To tackle the challenge, we summarize three critical factors for achieving a mild forward process for the layout, i.
• LayoutDM: Discrete Diffusion Model for Controllable Layout Generation
  14 Mar 2023 1 repository listed Syntology ran 0 of 3 samples · 3 unverified
  Controllable layout generation aims at synthesizing plausible arrangement of element bounding boxes with optional constraints, such as type or position of a specific element.

Syntology lines on 14 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.