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.
arXiv preprint arXiv:2508.18597 , year=
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SBM tokenizes building rooms via a sparse attribute-feature matrix and trains a Transformer for high-fidelity embeddings plus autoregressive layout generation, yielding better retrieval and fewer layout errors than baselines.
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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.
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Tokenizing Buildings: A Transformer for Layout Synthesis
SBM tokenizes building rooms via a sparse attribute-feature matrix and trains a Transformer for high-fidelity embeddings plus autoregressive layout generation, yielding better retrieval and fewer layout errors than baselines.