Layout Design

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

23 shown of 23 papers with code (65 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.

• MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning
  24 Nov 2022 2 repositories listed
  Firstly, MaskPlace recasts placement as a problem of learning pixel-level visual representation to comprehensively describe millions of modules on a chip, enabling placement in a high-resolution canvas and a large…
• Evaluating Menu OCR and Translation: A Benchmark for Aligning Human and Automated Evaluations in Large Vision-Language Models
  16 Apr 2025 1 repository listed
  The rapid advancement of large vision-language models (LVLMs) has significantly propelled applications in document understanding, particularly in optical character recognition (OCR) and multilingual translation.
• Enhancing Reasoning to Adapt Large Language Models for Domain-Specific Applications
  5 Feb 2025 1 repository listed Syntology ran 1 of 3 samples · 2 unverified
  This paper presents SOLOMON, a novel Neuro-inspired Large Language Model (LLM) Reasoning Network architecture that enhances the adaptability of foundation models for domain-specific applications.
• Generative AI for Cel-Animation: A Survey
  8 Jan 2025 1 repository listed
  Traditional Celluloid (Cel) Animation production pipeline encompasses multiple essential steps, including storyboarding, layout design, keyframe animation, inbetweening, and colorization, which demand substantial manual…
• SE-VGAE: Unsupervised Disentangled Representation Learning for Interpretable Architectural Layout Design Graph Generation
  25 Jun 2024 1 repository listed
  Additionally, we contribute a new benchmark large-scale architectural layout graph dataset extracted from real-world floor plan images to facilitate the exploration of graph data-based architectural design…
• 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.
• 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.
• Virtual Home Staging: Inverse Rendering and Editing an Indoor Panorama under Natural Illumination
  21 Nov 2023 1 repository listed
  We propose a novel inverse rendering method that enables the transformation of existing indoor panoramas with new indoor furniture layouts under natural illumination.
• PlotMap: Automated Layout Design for Building Game Worlds
  26 Sep 2023 1 repository listed
  We develop a method of generating datasets of facility layout tasks, create a gym-like environment for experimenting with and evaluating different methods, and further analyze the two methods with comprehensive…
• Automatic Truss Design with Reinforcement Learning
  27 Jun 2023 1 repository listed
  Directly applying end-to-end reinforcement learning (RL) methods to truss layout design is infeasible either, since only a tiny portion of the entire layout space is valid under the physical constraints, leading to…
• Multi-Robot Coordination and Layout Design for Automated Warehousing
  10 May 2023 1 repository listed
  We show that, even with state-of-the-art MAPF algorithms, commonly used human-designed layouts can lead to congestion for warehouses with large numbers of robots and thus have limited scalability.
• 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.
• Text2Poster: Laying out Stylized Texts on Retrieved Images
  6 Jan 2023 1 repository listed
  Poster generation is a significant task for a wide range of applications, which is often time-consuming and requires lots of manual editing and artistic experience.
• Design Process is a Reinforcement Learning Problem
  6 Nov 2022 1 repository listed
  While reinforcement learning has been used widely in research during the past few years, it found fewer real-world applications than supervised learning due to some weaknesses that the RL algorithms suffer from, such as…
• MGG: Accelerating Graph Neural Networks with Fine-grained intra-kernel Communication-Computation Pipelining on Multi-GPU Platforms
  14 Sep 2022 1 repository listed
  For irregularly sparse and fine-grained GNN workloads, such solutions miss the opportunity to jointly schedule/optimize the computation and communication operations for high-performance delivery.
• ReCo: A Dataset for Residential Community Layout Planning
  8 Jun 2022 1 repository listed
  In order to address the issues and advance a benchmark dataset for various intelligent spatial design and analysis applications in the development of smart city, we introduce Residential Community Layout Planning (ReCo)…
• Aesthetic Text Logo Synthesis via Content-aware Layout Inferring
  6 Apr 2022 1 repository listed
  To train and evaluate our approach, we construct a dataset named as TextLogo3K, consisting of about 3, 500 text logo images and their pixel-level annotations.
• iPLAN: Interactive and Procedural Layout Planning
  27 Mar 2022 1 repository listed
  However, the capability of involving humans into the loop has been largely ignored in existing methods which are mostly end-to-end approaches.
• Transfer Learning Approach to Bicycle-sharing Systems' Station Location Planning using OpenStreetMap Data
  1 Nov 2021 1 repository listed
  Bicycle-sharing systems (BSS) have become a daily reality for many citizens of larger, wealthier cities in developed regions.
• A Deep Neural Network Surrogate Modeling Benchmark for Temperature Field Prediction of Heat Source Layout
  20 Mar 2021 1 repository listed
  Thermal issue is of great importance during layout design of heat source components in systems engineering, especially for high functional-density products.
• GRIDS: Interactive Layout Design with Integer Programming
  9 Jan 2020 1 repository listed
  Grid layouts are used by designers to spatially organise user interfaces when sketching and wireframing.
• A Deep Generative Model for Graph Layout
  27 Apr 2019 1 repository listed
  To provide users with an intuitive way to navigate the layout design space, we present a technique to systematically visualize a graph in diverse layouts using deep generative models.
• Training a Fully Convolutional Neural Network to Route Integrated Circuits
  27 Jun 2017 1 repository listed
  After 15 fully convolutional stages followed by a score comparator, the network outputs 8 layout layers (corresponding to 4 route layers, 3 via layers and an identity-mapped pin layer) which are then decoded to obtain…

Syntology lines on 3 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.