| OMG: Occlusion-friendly Personalized Multi-concept Generation in Diffusion Models | Mar 16, 2024 | DenoisingImage Generation | CodeCode Available | 4 |
| MetaSpatial: Reinforcing 3D Spatial Reasoning in VLMs for the Metaverse | Mar 24, 2025 | Layout GenerationReinforcement Learning (RL) | CodeCode Available | 3 |
| UniPortrait: A Unified Framework for Identity-Preserving Single- and Multi-Human Image Personalization | Aug 12, 2024 | Layout Generation | CodeCode Available | 3 |
| Smaller But Better: Unifying Layout Generation with Smaller Large Language Models | Feb 19, 2025 | Layout Generation | CodeCode Available | 2 |
| HiCo: Hierarchical Controllable Diffusion Model for Layout-to-image Generation | Oct 18, 2024 | DisentanglementImage Generation | CodeCode Available | 2 |
| UrbanWorld: An Urban World Model for 3D City Generation | Jul 16, 2024 | Decision MakingLanguage Modelling | CodeCode Available | 2 |
| PosterLLaVa: Constructing a Unified Multi-modal Layout Generator with LLM | Jun 5, 2024 | Language ModellingLarge Language Model | CodeCode Available | 2 |
| Graphic Design with Large Multimodal Model | Apr 22, 2024 | Layout Generationmodel | CodeCode Available | 2 |
| PosterLlama: Bridging Design Ability of Langauge Model to Contents-Aware Layout Generation | Apr 1, 2024 | Layout DesignLayout Generation | CodeCode Available | 2 |
| Towards Aligned Layout Generation via Diffusion Model with Aesthetic Constraints | Feb 7, 2024 | Layout DesignLayout Generation | CodeCode Available | 2 |
| LayoutPrompter: Awaken the Design Ability of Large Language Models | Nov 11, 2023 | In-Context LearningLayout Generation | CodeCode Available | 2 |
| TaleCrafter: Interactive Story Visualization with Multiple Characters | May 29, 2023 | Image GenerationLayout Generation | CodeCode Available | 2 |
| LayoutDiffusion: Improving Graphic Layout Generation by Discrete Diffusion Probabilistic Models | Mar 21, 2023 | Layout DesignLayout Generation | CodeCode Available | 2 |
| LayoutDM: Discrete Diffusion Model for Controllable Layout Generation | Mar 14, 2023 | Layout Generationmodel | CodeCode Available | 2 |
| Aesthetic Text Logo Synthesis via Content-aware Layout Inferring | Apr 6, 2022 | Layout DesignLayout Generation | CodeCode Available | 2 |
| DogLayout: Denoising Diffusion GAN for Discrete and Continuous Layout Generation | Nov 30, 2024 | DenoisingLayout Generation | CodeCode Available | 1 |
| COHO: Context-Sensitive City-Scale Hierarchical Urban Layout Generation | Jul 16, 2024 | Layout Generation | CodeCode Available | 1 |
| SVGCraft: Beyond Single Object Text-to-SVG Synthesis with Comprehensive Canvas Layout | Mar 30, 2024 | Layout GenerationVector Graphics | CodeCode Available | 1 |
| Retrieval-Augmented Layout Transformer for Content-Aware Layout Generation | Nov 22, 2023 | Layout GenerationRetrieval | CodeCode Available | 1 |
| LayoutNUWA: Revealing the Hidden Layout Expertise of Large Language Models | Sep 18, 2023 | Code CompletionCode Generation | CodeCode Available | 1 |
| GlobalMapper: Arbitrary-Shaped Urban Layout Generation | Jul 19, 2023 | Graph AttentionLayout Generation | CodeCode Available | 1 |
| Relation-Aware Diffusion Model for Controllable Poster Layout Generation | Jun 15, 2023 | Layout GenerationRelation | CodeCode Available | 1 |
| DLT: Conditioned layout generation with Joint Discrete-Continuous Diffusion Layout Transformer | Mar 7, 2023 | Layout Generation | CodeCode Available | 1 |
| LayoutDETR: Detection Transformer Is a Good Multimodal Layout Designer | Dec 19, 2022 | Layout Generation | CodeCode Available | 1 |
| ReCo: A Dataset for Residential Community Layout Planning | Jun 8, 2022 | Generative Adversarial NetworkLayout Design | CodeCode Available | 1 |
| Interactive Image Synthesis with Panoptic Layout Generation | Mar 4, 2022 | Image GenerationLayout Generation | CodeCode Available | 1 |
| Constrained Graphic Layout Generation via Latent Optimization | Aug 2, 2021 | Layout Generation | CodeCode Available | 1 |
| LayoutTransformer: Scene Layout Generation With Conceptual and Spatial Diversity | Jun 19, 2021 | DecoderDiversity | CodeCode Available | 1 |
| Semantic Palette: Guiding Scene Generation with Class Proportions | Jun 3, 2021 | Data AugmentationImage Generation | CodeCode Available | 1 |
| End-to-End Optimization of Scene Layout | Jul 23, 2020 | DiversityIndoor Scene Reconstruction | CodeCode Available | 1 |
| LayoutTransformer: Layout Generation and Completion with Self-attention | Jun 25, 2020 | Layout Generation | CodeCode Available | 1 |
| Towards Photo-Realistic Virtual Try-On by Adaptively Generating-Preserving Image Content | Jun 1, 2020 | Layout GenerationSemantic Segmentation | CodeCode Available | 1 |
| House-GAN: Relational Generative Adversarial Networks for Graph-constrained House Layout Generation | Mar 16, 2020 | DiversityGenerative Adversarial Network | CodeCode Available | 1 |
| Towards Photo-Realistic Virtual Try-On by Adaptively GeneratingPreserving Image Content | Mar 12, 2020 | Layout GenerationSemantic Segmentation | CodeCode Available | 1 |
| LayoutVAE: Stochastic Scene Layout Generation From a Label Set | Jul 24, 2019 | Layout GenerationScene Generation | CodeCode Available | 1 |
| Multi-Agent Synergy-Driven Iterative Visual Narrative Synthesis | Jul 17, 2025 | Layout Generation | —Unverified | 0 |
| ReLayout: Integrating Relation Reasoning for Content-aware Layout Generation with Multi-modal Large Language Models | Jul 8, 2025 | Layout Generation | —Unverified | 0 |
| EmbodiedGen: Towards a Generative 3D World Engine for Embodied Intelligence | Jun 12, 2025 | Image to 3DLayout Generation | —Unverified | 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 |
| Direct Numerical Layout Generation for 3D Indoor Scene Synthesis via Spatial Reasoning | Jun 5, 2025 | In-Context LearningIndoor Scene Synthesis | —Unverified | 0 |
| Aggregated Structural Representation with Large Language Models for Human-Centric Layout Generation | May 26, 2025 | Layout DesignLayout Generation | —Unverified | 0 |
| TextDiffuser-RL: Efficient and Robust Text Layout Optimization for High-Fidelity Text-to-Image Synthesis | May 25, 2025 | CPUGPU | —Unverified | 0 |
| Lay-Your-Scene: Natural Scene Layout Generation with Diffusion Transformers | May 7, 2025 | Image GenerationLayout Generation | —Unverified | 0 |
| PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation | May 6, 2025 | In-Context LearningLayout Generation | —Unverified | 0 |
| Generating Animated Layouts as Structured Text Representations | May 2, 2025 | Layout Generation | —Unverified | 0 |
| LayoutCoT: Unleashing the Deep Reasoning Potential of Large Language Models for Layout Generation | Apr 15, 2025 | In-Context LearningLayout Generation | —Unverified | 0 |
| Hierarchical and Step-Layer-Wise Tuning of Attention Specialty for Multi-Instance Synthesis in Diffusion Transformers | Apr 14, 2025 | AttributeLayout Generation | —Unverified | 0 |
| Relation-Rich Visual Document Generator for Visual Information Extraction | Apr 14, 2025 | Diversitydocument understanding | CodeCode Available | 0 |
| Decoupled Diffusion Sparks Adaptive Scene Generation | Apr 14, 2025 | Autonomous DrivingData Augmentation | —Unverified | 0 |
| Computer-Aided Layout Generation for Building Design: A Review | Apr 13, 2025 | Layout DesignLayout Generation | —Unverified | 0 |