A single color photo becomes a 3D room scene by generating each object with a depth-conditioned diffusion model, then optimizing object poses against estimated depth.
Comboverse: Compositional 3d as- sets creation using spatially-aware diffusion guidance
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DepR: Depth Guided Single-view Scene Reconstruction with Instance-level Diffusion
A single color photo becomes a 3D room scene by generating each object with a depth-conditioned diffusion model, then optimizing object poses against estimated depth.