Layout-your-3D: Controllable and Precise 3D Generation with 2D Blueprint
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Abstract (arXiv)
We present Layout-Your-3D, a framework that allows controllable and compositional 3D generation from text prompts. Existing text-to-3D methods often struggle to generate assets with plausible object interactions or require tedious optimization processes. To address these challenges, our approach leverages 2D layouts as a blueprint to facilitate precise and plausible control over 3D generation. Starting with a 2D layout provided by a user or generated from a text description, we first create a coarse 3D scene using a carefully designed initialization process based on efficient reconstruction models. To enforce coherent global 3D layouts and enhance the quality of instance appearances, we propose a collision-aware layout optimization process followed by instance-wise refinement. Experimental results demonstrate that Layout-Your-3D yields more reasonable and visually appealing compositional 3D assets while significantly reducing the time required for each prompt. Additionally, Layout-Your-3D can be easily applicable to downstream tasks, such as 3D editing and object insertion. Our project page is available at:https://colezwhy.github.io/layoutyour3d/
Key facts. Cited by 21 papers in the map (data through 14 Oct 2026). Builds on 45 of its 51 references that are in the map. First posted on arXiv 20 Oct 2024.
Builds on
45 of 51 references.
References · 45
- 2021Learning Transferable Visual Models From Natural Language Supervisioncited by 33,744
- 2021High-Resolution Image Synthesis with Latent Diffusion Modelscited by 18,863
- 2023Segment Anythingcited by 8,234
- 2023DINOv2: Learning Robust Visual Features without Supervisioncited by 7,974
- 2023Adding Conditional Control to Text-to-Image Diffusion Modelscited by 5,503
- 2022DreamFusion: Text-to-3D using 2D Diffusioncited by 3,025
- 2022Objaverse: A Universe of Annotated 3D Objectscited by 1,540
- 2023Zero-1-to-3: Zero-shot One Image to 3D Objectcited by 1,489
- 2023ProlificDreamer: High-Fidelity and Diverse Text-to-3D Generation with Variational Score Distillationcited by 1,219
- 2023MVDream: Multi-view Diffusion for 3D Generationcited by 938
- 2023LRM: Large Reconstruction Model for Single Image to 3Dcited by 849
- 2023DreamGaussian: Generative Gaussian Splatting for Efficient 3D Content Creationcited by 843
33 more
- 2023GLIGEN: Open-Set Grounded Text-to-Image Generationcited by 781
- 2024LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creationcited by 739
- 2023Attend-and-Excite: Attention-Based Semantic Guidance for Text-to-Image Diffusion Modelscited by 702
- 2023Wonder3D: Single Image to 3D using Cross-Domain Diffusioncited by 689
- 2023Fantasia3D: Disentangling Geometry and Appearance for High-quality Text-to-3D Content Creationcited by 687
- 2023SyncDreamer: Generating Multiview-consistent Images from a Single-view Imagecited by 645
- 2023SuGaR: Surface-Aligned Gaussian Splatting for Efficient 3D Mesh Reconstruction and High-Quality Mesh Renderingcited by 616
- 2024GRM: Large Gaussian Reconstruction Model for Efficient 3D Reconstruction and Generationcited by 301
- 2023Text-to-3D using Gaussian Splattingcited by 299
- 2023LucidDreamer: Towards High-Fidelity Text-to-3D Generation via Interval Score Matchingcited by 290
- 2024GeoWizard: Unleashing the Diffusion Priors for 3D Geometry Estimation from a Single Imagecited by 286
- 2023BoxDiff: Text-to-Image Synthesis with Training-Free Box-Constrained Diffusioncited by 282
- 2023GaussianDreamer: Fast Generation from Text to 3D Gaussians by Bridging 2D and 3D Diffusion Modelscited by 255
- 2023LLM-grounded Diffusion: Enhancing Prompt Understanding of Text-to-Image Diffusion Models with Large Language Modelscited by 243
- 2023Diffusion-based Generation, Optimization, and Planning in 3D Scenescited by 239
- 2023RichDreamer: A Generalizable Normal-Depth Diffusion Model for Detail Richness in Text-to-3Dcited by 168
- 2023Text-to-3D with Classifier Score Distillationcited by 128
- 2024MIGC: Multi-Instance Generation Controller for Text-to-Image Synthesiscited by 124
- 2024GALA3D: Towards Text-to-3D Complex Scene Generation via Layout-guided Generative Gaussian Splattingcited by 109
- 2023Compositional 3D Scene Generation using Locally Conditioned Diffusioncited by 101
- 2023GraphDreamer: Compositional 3D Scene Synthesis from Scene Graphscited by 97
- 2021Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-Oncited by 81
- 2024DreamScene: 3D Gaussian-based Text-to-3D Scene Generation via Formation Pattern Samplingcited by 72
- 2024ComboVerse: Compositional 3D Assets Creation Using Spatially-Aware Diffusion Guidancecited by 59
- 2023CompoNeRF: Text-guided Multi-object Compositional NeRF with Editable 3D Scene Layoutcited by 57
- 2023SceneWiz3D: Towards Text-guided 3D Scene Compositioncited by 54
- 2024REPARO: Compositional 3D Assets Generation with Differentiable 3D Layout Alignmentcited by 45
- 2023Pyramid Diffusion for Fine 3D Large Scene Generationcited by 44
- 2023CG3D: Compositional Generation for Text-to-3D via Gaussian Splattingcited by 42
- 2024ScaleDreamer: Scalable Text-to-3D Synthesis with Asynchronous Score Distillationcited by 27
- 2024Large Point-to-Gaussian Model for Image-to-3D Generationcited by 10
- 2024Grounded Compositional and Diverse Text-to-3D with Pretrained Multi-View Diffusion Modelcited by 3
- 2024COMOGen: A Controllable Text-to-3D Multi-object Generation Frameworkcited by 2
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Citing papers per year: 2024: 1; 2025: 15; 2026: 5.
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- 2025Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarkscited by 33
- 20253D Scene Generation: A Surveycited by 24
- 2025PAT3D: Physics-Augmented Text-to-3D Scene Generationcited by 16
- 2024Graph Canvas for Controllable 3D Scene Generationcited by 11
- 2025D2GS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstructioncited by 11
- 2025Conditional Panoramic Image Generation via Masked Autoregressive Modelingcited by 9
- 2025GENA3D: Generative Amodal 3D Modeling by Bridging 2D Priors and 3D Coherencecited by 6
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- 2025FreeInsert: Disentangled Text-Guided Object Insertion in 3D Gaussian Scene without Spatial Priorscited by 5
- 2025CoCo4D: Comprehensive and Complex 4D Scene Generationcited by 4
- 2025A Self-Conditioned Representation Guided Diffusion Model for Realistic Text-to-LiDAR Scene Generationcited by 4
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- 2026DM-CFO: A Diffusion Model for Compositional 3D Tooth Generation with Collision-Free Optimizationcited by 1
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- 2026Inclusive Interactive Collisions for Multi-View Consistent Compositional 3D Generationcited by 0
- 2026Inclusive Interactive Collisions for Multi-View Consistent Compositional 3D Generation23 Jun 2026
- 2026Perceive-then-Plan: Layout-as-Policy for Monocular 3D Scene Layout Estimation25 May 2026
- 20263D-Layout-R1: Structured Reasoning for Language-Instructed Spatial Editing23 Mar 2026
- 2026Pano3DComposer: Feed-Forward Compositional 3D Scene Generation from Single Panoramic Image6 Mar 2026
- 2026DM-CFO: A Diffusion Model for Compositional 3D Tooth Generation with Collision-Free Optimization4 Mar 2026
- 2025TabletopGen: Tabletop Scene Generation and Interactive Simulation for Robotic Manipulation1 Dec 2025
- 2025PAT3D: Physics-Augmented Text-to-3D Scene Generation26 Nov 2025
- 2025GENA3D: Generative Amodal 3D Modeling by Bridging 2D Priors and 3D Coherence26 Nov 2025
- 2025A Self-Conditioned Representation Guided Diffusion Model for Realistic Text-to-LiDAR Scene Generation24 Nov 2025
- 2025Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks29 Oct 2025
- 2025D2GS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstruction9 Oct 2025
- 2025Drag4D: Align Your Motion with Text-Driven 3D Scene Generation26 Sep 2025
9 more
- 2025Causal Reasoning Elicits Controllable 3D Scene Generation18 Sep 2025
- 2025AnimateScene: Camera-controllable Animation in Any Scene8 Aug 2025
- 2025DreamScene: 3D Gaussian-based End-to-end Text-to-3D Scene Generation18 Jul 2025
- 2025CoCo4D: Comprehensive and Complex 4D Scene Generation24 Jun 2025
- 2025Conditional Panoramic Image Generation via Masked Autoregressive Modeling22 May 2025
- 20253D Scene Generation: A Survey8 May 2025
- 2025FreeInsert: Disentangled Text-Guided Object Insertion in 3D Gaussian Scene without Spatial Priors2 May 2025
- 2025Flash Sculptor: Modular 3D Worlds from Objects8 Apr 2025
- 2024Graph Canvas for Controllable 3D Scene Generation27 Nov 2024
- 20253D Scene Generation: A Surveycited by 24
- 2025A Self-Conditioned Representation Guided Diffusion Model for Realistic Text-to-LiDAR Scene Generationcited by 4
- 2026DM-CFO: A Diffusion Model for Compositional 3D Tooth Generation with Collision-Free Optimizationcited by 1
- 2026Inclusive Interactive Collisions for Multi-View Consistent Compositional 3D Generationcited by 0
- 2026Inclusive Interactive Collisions for Multi-View Consistent Compositional 3D Generation23 Jun 2026
- 2026DM-CFO: A Diffusion Model for Compositional 3D Tooth Generation with Collision-Free Optimization4 Mar 2026
- 2025A Self-Conditioned Representation Guided Diffusion Model for Realistic Text-to-LiDAR Scene Generation24 Nov 2025
- 20253D Scene Generation: A Survey8 May 2025
- 2025PAT3D: Physics-Augmented Text-to-3D Scene Generationcited by 16
- 2025PAT3D: Physics-Augmented Text-to-3D Scene Generation26 Nov 2025
- 2024Graph Canvas for Controllable 3D Scene Generationcited by 11
- 2025D2GS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstructioncited by 11
- 2025Conditional Panoramic Image Generation via Masked Autoregressive Modelingcited by 9
- 2025GENA3D: Generative Amodal 3D Modeling by Bridging 2D Priors and 3D Coherencecited by 6
- 2025Flash Sculptor: Modular 3D Worlds from Objectscited by 5
- 2025FreeInsert: Disentangled Text-Guided Object Insertion in 3D Gaussian Scene without Spatial Priorscited by 5
- 2025CoCo4D: Comprehensive and Complex 4D Scene Generationcited by 4
- 2025AnimateScene: Camera-controllable Animation in Any Scenecited by 3
- 2025TabletopGen: Tabletop Scene Generation and Interactive Simulation for Robotic Manipulationcited by 3
- 2026Pano3DComposer: Feed-Forward Compositional 3D Scene Generation from Single Panoramic Imagecited by 2
- 2025DreamScene: 3D Gaussian-based End-to-end Text-to-3D Scene Generationcited by 1
- 2026Perceive-then-Plan: Layout-as-Policy for Monocular 3D Scene Layout Estimationcited by 1
12 most cited of 13 All 13 (JSON)
- 2026Perceive-then-Plan: Layout-as-Policy for Monocular 3D Scene Layout Estimation25 May 2026
- 2026Pano3DComposer: Feed-Forward Compositional 3D Scene Generation from Single Panoramic Image6 Mar 2026
- 2025TabletopGen: Tabletop Scene Generation and Interactive Simulation for Robotic Manipulation1 Dec 2025
- 2025GENA3D: Generative Amodal 3D Modeling by Bridging 2D Priors and 3D Coherence26 Nov 2025
- 2025D2GS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstruction9 Oct 2025
- 2025Drag4D: Align Your Motion with Text-Driven 3D Scene Generation26 Sep 2025
- 2025AnimateScene: Camera-controllable Animation in Any Scene8 Aug 2025
- 2025DreamScene: 3D Gaussian-based End-to-end Text-to-3D Scene Generation18 Jul 2025
- 2025CoCo4D: Comprehensive and Complex 4D Scene Generation24 Jun 2025
- 2025Conditional Panoramic Image Generation via Masked Autoregressive Modeling22 May 2025
- 2025FreeInsert: Disentangled Text-Guided Object Insertion in 3D Gaussian Scene without Spatial Priors2 May 2025
- 2025Flash Sculptor: Modular 3D Worlds from Objects8 Apr 2025
12 newest of 13 All 13 (JSON)