SceneCode compiles natural language prompts into executable code programs that generate editable, articulated indoor scenes for physics simulation.
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Instructscene: Instruction- driven 3d indoor scene synthesis with semantic graph prior
10 Pith papers cite this work. Polarity classification is still indexing.
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Graph-PiT adds graph priors and a hierarchical GNN to part-based image synthesis to enforce relational constraints and improve structural coherence over vanilla PiT.
VoxScene is a new anchor-conditioned voxel diffusion model that synthesizes collision-free 3D indoor scene arrangements via discrete volumetric occupancies and uses the grids for asset retrieval.
STABLE generates simulation-ready tabletop scenes by alternating a semantic LLM reasoner for task-aligned coarse layouts with a physics corrector for physical plausibility using progressive scene expansion.
HetScene proposes a two-stage heterogeneous diffusion framework that decomposes scenes into primary structural objects and secondary contextual objects to generate denser, more plausible indoor layouts.
PhyMix unifies a new multi-aspect physics evaluator with implicit policy optimization and explicit test-time correction to produce single-image 3D indoor scenes that are both visually faithful and physically plausible.
A feed-forward video latent transformer that predicts time-varying 3D Gaussian primitives from one image to produce controllable 4D scenes with appearance, geometry, and motion.
DecoRec decomposes single-view 3D scene reconstruction into per-object diffusion reconstructions followed by a differentiable rendering and diffusion-guided merging pipeline.
HOG-Layout enables text-driven hierarchical 3D scene generation, optimization, and real-time editing using LLMs, VLMs, RAG for semantic consistency, and an optimization module for physical plausibility.
RoomPilot introduces a multimodal framework that maps text and floor plans to an Indoor Domain-Specific Language and uses a hierarchical pipeline for controllable indoor scene synthesis.
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VoxScene: Anchor-Conditioned Voxel Diffusion for Indoor Scene Arrangement
VoxScene is a new anchor-conditioned voxel diffusion model that synthesizes collision-free 3D indoor scene arrangements via discrete volumetric occupancies and uses the grids for asset retrieval.