Key Features

Posed RGB observations, instance masks, and 3D boxes condition reconstruction.
The method targets scenes containing hundreds of separately represented objects.
A generative object prior synthesizes plausible geometry in occluded regions.
Spatially lifted DINOv3 features are fused in an object canonical voxel grid.
Each reconstructed object remains an independent mesh asset.
The project demonstrates conversion of Marble 3D Gaussian scenes into object meshes.
UE-MeshyScene supplies densely cluttered scenes and per-instance annotations.
Ground-truth mesh redistribution is restricted; the project directs evaluation requests to the authors.

The framework adapts the Pixal3D single-object prior with spatially grounded multi-view conditioning. DINOv3 features are projected into each object canonical voxel grid and fused across views. Generated objects are assembled using rigid transforms, allowing scene construction without cross-object mesh fusion or per-object post-processing optimization.


WorldSculpt supports editable reconstruction and conversion of generated Gaussian-splat worlds into mesh assets. The release includes code, models, and benchmark resources. Ground-truth meshes for UE-MeshyScene have redistribution restrictions, so benchmark evaluation may require contacting the authors rather than downloading every asset directly.

Get more likes & reach the top of search results by adding this button on your site!

Embed button preview - Light theme
Embed button preview - Dark theme
TurboType Banner

Subscribe to the AI Search Newsletter

Get top updates in AI to your inbox every weekend. It's free!