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Diffusion Models in 3D Vision: A Survey
In recent years, 3D vision has become a crucial field within computer vision, powering a
wide range of applications such as autonomous driving, robotics, augmented reality (AR) …
wide range of applications such as autonomous driving, robotics, augmented reality (AR) …
Planner3D: LLM-enhanced graph prior meets 3D indoor scene explicit regularization
Compositional 3D scene synthesis has diverse applications across a spectrum of industries
such as robotics, films, and video games, as it closely mirrors the complexity of real-world …
such as robotics, films, and video games, as it closely mirrors the complexity of real-world …
InstanceTex: Instance-level Controllable Texture Synthesis for 3D Scenes via Diffusion Priors
Automatically generating high-quality textures for complex scenes remains a significant
challenge in computer graphics. Recent advances in text-to-texture synthesis using 2D …
challenge in computer graphics. Recent advances in text-to-texture synthesis using 2D …
MMGDreamer: Mixed-Modality Graph for Geometry-Controllable 3D Indoor Scene Generation
Z Yang, K Lu, C Zhang, J Qi, H Jiang, R Ma… - arxiv preprint arxiv …, 2025 - arxiv.org
Controllable 3D scene generation has extensive applications in virtual reality and interior
design, where the generated scenes should exhibit high levels of realism and controllability …
design, where the generated scenes should exhibit high levels of realism and controllability …
Hierarchically-Structured Open-Vocabulary Indoor Scene Synthesis with Pre-trained Large Language Model
W Sun, X Li, M Li, K Xu, X Meng, L Meng - arxiv preprint arxiv:2502.10675, 2025 - arxiv.org
Indoor scene synthesis aims to automatically produce plausible, realistic and diverse 3D
indoor scenes, especially given arbitrary user requirements. Recently, the promising …
indoor scenes, especially given arbitrary user requirements. Recently, the promising …
S-INF: Towards Realistic Indoor Scene Synthesis via Scene Implicit Neural Field
Learning-based methods have become increasingly popular in 3D indoor scene synthesis
(ISS), showing superior performance over traditional optimization-based approaches. These …
(ISS), showing superior performance over traditional optimization-based approaches. These …
EditRoom: LLM-parameterized Graph Diffusion for Composable 3D Room Layout Editing
Given the steep learning curve of professional 3D software and the time-consuming process
of managing large 3D assets, language-guided 3D scene editing has significant potential in …
of managing large 3D assets, language-guided 3D scene editing has significant potential in …
Functional 3D Scene Synthesis through Human-Scene Optimization
This paper presents a novel generative approach that outputs 3D indoor environments
solely from a textual description of the scene. Current methods often treat scene synthesis as …
solely from a textual description of the scene. Current methods often treat scene synthesis as …
EDITROOM: LLM-PARAMETERIZED GRAPH DIFFU-SION FOR COMPOSABLE 3D ROOM LAYOUT EDITING
S Command - training - openreview.net
Given the steep learning curve of professional 3D software and the time-consuming process
of managing large 3D assets, language-guided 3D scene editing has significant potential in …
of managing large 3D assets, language-guided 3D scene editing has significant potential in …