| LayoutDM: Transformer-based Diffusion Model for Layout Generation | May 4, 2023 | DenoisingDiversity | —Unverified | 0 | 0 |
| LayoutFlow: Flow Matching for Layout Generation | Mar 27, 2024 | DenoisingLayout Generation | —Unverified | 0 | 0 |
| LayoutTransformer: Relation-Aware Scene Layout Generation | Jan 1, 2021 | Image GenerationLayout Generation | —Unverified | 0 | 0 |
| LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models | Dec 3, 2024 | Layout Generation | —Unverified | 0 | 0 |
| Lay-Your-Scene: Natural Scene Layout Generation with Diffusion Transformers | May 7, 2025 | Image GenerationLayout Generation | —Unverified | 0 | 0 |
| Learning Object Context for Novel-View Scene Layout Generation | Jan 1, 2022 | 3D geometryImage Generation | —Unverified | 0 | 0 |
| LLM-driven Indoor Scene Layout Generation via Scaled Human-aligned Data Synthesis and Multi-Stage Preference Optimization | Jun 9, 2025 | Layout GenerationRobot Navigation | —Unverified | 0 | 0 |
| LLplace: The 3D Indoor Scene Layout Generation and Editing via Large Language Model | Jun 6, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| LTSim: Layout Transportation-based Similarity Measure for Evaluating Layout Generation | Jul 17, 2024 | Layout Generation | —Unverified | 0 | 0 |
| MaskPLAN: Masked Generative Layout Planning from Partial Input | Jan 1, 2024 | AttributeDesign Synthesis | —Unverified | 0 | 0 |
| Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis | Jul 17, 2025 | Layout Generation | —Unverified | 0 | 0 |
| Multimodal Attention for Layout Synthesis in Diverse Domains | Jan 1, 2021 | Layout Generation | —Unverified | 0 | 0 |
| Neural Design Network: Graphic Layout Generation with Constraints | Dec 19, 2019 | Image GenerationLayout Generation | —Unverified | 0 | 0 |
| OPAL-Net: A Generative Model for Part-based Object Layout Generation | May 30, 2020 | Layout Generation | —Unverified | 0 | 0 |
| Open-Universe Indoor Scene Generation using LLM Program Synthesis and Uncurated Object Databases | Feb 5, 2024 | Layout GenerationObject | —Unverified | 0 | 0 |
| PAID: A Framework of Product-Centric Advertising Image Design | Jan 24, 2025 | Image GenerationLayout Generation | —Unverified | 0 | 0 |
| Person-in-Context Synthesiswith Compositional Structural Space | Aug 28, 2020 | Layout Generation | —Unverified | 0 | 0 |
| Physics-based Scene Layout Generation from Human Motion | May 21, 2024 | Layout Generation | —Unverified | 0 | 0 |
| Planning and Rendering: Towards Product Poster Generation with Diffusion Models | Dec 14, 2023 | DiversityImage Inpainting | —Unverified | 0 | 0 |
| PLay: Parametrically Conditioned Layout Generation using Latent Diffusion | Jan 27, 2023 | Layout DesignLayout Generation | —Unverified | 0 | 0 |
| PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation | May 6, 2025 | In-Context LearningLayout Generation | —Unverified | 0 | 0 |
| READ: Recursive Autoencoders for Document Layout Generation | Sep 1, 2019 | Layout Generation | —Unverified | 0 | 0 |
| Relationship-Aware Spatial Perception Fusion for Realistic Scene Layout Generation | Sep 2, 2019 | DiversityImage Generation | —Unverified | 0 | 0 |
| ReLayout: Integrating Relation Reasoning for Content-aware Layout Generation with Multi-modal Large Language Models | Jul 8, 2025 | Layout Generation | —Unverified | 0 | 0 |
| RelTriple: Learning Plausible Indoor Layouts by Integrating Relationship Triples into the Diffusion Process | Mar 26, 2025 | Collision AvoidanceLayout Generation | —Unverified | 0 | 0 |
| Revision Matters: Generative Design Guided by Revision Edits | May 27, 2024 | Layout DesignLayout Generation | —Unverified | 0 | 0 |
| SceneBooth: Diffusion-based Framework for Subject-preserved Text-to-Image Generation | Jan 7, 2025 | Image GenerationImage Harmonization | —Unverified | 0 | 0 |
| Layout Agnostic Scene Text Image Synthesis with Diffusion Models | Jun 3, 2024 | DiversityImage Generation | —Unverified | 0 | 0 |
| SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs | Jan 1, 2025 | Contrastive LearningImage Generation | —Unverified | 0 | 0 |
| SLayR: Scene Layout Generation with Rectified Flow | Dec 6, 2024 | Layout Generation | —Unverified | 0 | 0 |
| Spatial Information Integration in Small Language Models for Document Layout Generation and Classification | Jan 9, 2025 | Layout Generationtext-classification | —Unverified | 0 | 0 |
| Structured Graph Variational Autoencoders for Indoor Furniture layout Generation | Apr 11, 2022 | DecoderLayout Generation | —Unverified | 0 | 0 |
| Text2Street: Controllable Text-to-image Generation for Street Views | Feb 7, 2024 | Image GenerationLayout Generation | —Unverified | 0 | 0 |
| TextDiffuser-RL: Efficient and Robust Text Layout Optimization for High-Fidelity Text-to-Image Synthesis | May 25, 2025 | CPUGPU | —Unverified | 0 | 0 |
| Text Semantics to Flexible Design: A Residential Layout Generation Method Based on Stable Diffusion Model | Jan 16, 2025 | DiversityLayout Design | —Unverified | 0 | 0 |
| Textual-to-Visual Iterative Self-Verification for Slide Generation | Feb 21, 2025 | Layout Generation | —Unverified | 0 | 0 |
| Adversarial Model for Rotated Indoor Scenes Planning | Jun 24, 2020 | Layout Generationmodel | —Unverified | 0 | 0 |
| Towards Full-to-Empty Room Generation with Structure-Aware Feature Encoding and Soft Semantic Region-Adaptive Normalization | Dec 10, 2021 | Depth EstimationImage Inpainting | —Unverified | 0 | 0 |
| Triplet-Aware Scene Graph Embeddings | Sep 19, 2019 | Data AugmentationGraph Embedding | —Unverified | 0 | 0 |
| UI Layout Generation with LLMs Guided by UI Grammar | Oct 24, 2023 | In-Context LearningLayout Generation | —Unverified | 0 | 0 |
| Unifying Layout Generation with a Decoupled Diffusion Model | Mar 9, 2023 | DiversityLayout Generation | —Unverified | 0 | 0 |
| LayoutFormer++: Conditional Graphic Layout Generation via Constraint Serialization and Decoding Space Restriction | Aug 17, 2022 | DecoderLayout Generation | —Unverified | 0 | 0 |
| Unsupervised Domain Adaption with Pixel-level Discriminator for Image-aware Layout Generation | Mar 25, 2023 | Domain AdaptationLayout Generation | —Unverified | 0 | 0 |
| Variational Transformer Networks for Layout Generation | Apr 6, 2021 | DiversityLayout Generation | —Unverified | 0 | 0 |
| VASCAR: Content-Aware Layout Generation via Visual-Aware Self-Correction | Dec 5, 2024 | Layout Generation | —Unverified | 0 | 0 |
| Visual Layout Composer: Image-Vector Dual Diffusion Model for Design Layout Generation | Jan 1, 2024 | Layout DesignLayout Generation | —Unverified | 0 | 0 |
| Visual Programming for Text-to-Image Generation and Evaluation | May 24, 2023 | Image GenerationLayout Generation | —Unverified | 0 | 0 |
| The Layout Generation Algorithm of Graphic Design Based on Transformer-CVAE | Oct 8, 2021 | DisentanglementLayout Design | —Unverified | 0 | 0 |
| VMap: An Interactive Rectangular Space-filling Visualization for Map-like Vertex-centric Graph Exploration | May 31, 2023 | Layout Generation | —Unverified | 0 | 0 |
| EmbodiedGen: Towards a Generative 3D World Engine for Embodied Intelligence | Jun 12, 2025 | Image to 3DLayout Generation | —Unverified | 0 | 0 |