LitePT

Point cloud segmentation · Indoor RGB point cloud or outdoor LiDAR sweep

How this tool works

Demo hosted by hugging-apps on Hugging Face.

About LitePT

LitePT assigns semantic labels to points in a 3D scan. The Space provides checkpoints for indoor RGB scans and outdoor LiDAR sweeps, with side-by-side input and segmented previews.

Choose a checkpoint that matches the kind of data you supply. The output label array preserves input point order, allowing it to be used alongside the original scan. This workflow classifies existing geometry; it does not reconstruct a mesh from a photograph.

How to use LitePT

  1. Upload a supported point-cloud file or select a bundled example.
  2. Choose the appropriate indoor or outdoor checkpoint and select Segment.
  3. Inspect the color legend and segmented preview, then download the per-point labels.

What to know before you start

  • The interface expects coordinates in meters with the vertical axis pointing up.
  • Input features and scene type should match the selected checkpoint. The visible file types include PLY, BIN, NPY, and text-based point data.

The provider controls availability, sign-in, processing, and downloads. Save any result before reloading or closing the demo.

Does LitePT generate a new 3D model?

No. It predicts semantic classes for an existing point cloud and returns labels plus a visual preview.

Search tools and guides

28 tools and guides

TRELLIS.2Image to 3D · Textured GLB mesh with PBR materialsHi3Dv1Image to 3D · Refined GLB mesh; optional intermediate GLBSparc3DImage to 3D · 3D shape; export options depend on the providerHunyuan3D 2.1Image to 3D · 3D mesh with optional PBR texture generationTRELLISImage to 3D · GLB mesh or Gaussian representationHunyuan3D 2.0Image to 3D · Mesh export in GLB, OBJ, PLY, or STLImage to 3D BenchmarkBenchmark · Human-preference rankings and evaluation results3D Reconstruction from VideoScene reconstruction · Experimental mesh preview and STL downloadPixal3DImage to 3D · Generated 3D asset in GLB formatHi3DGenImage to 3D · Geometry mesh: GLB, OBJ, PLY, or STLDepth Anything 3Scene reconstruction · Depth visualization, 3D preview, optional Gaussian renderingPURE Reconstruction StudioScene reconstruction · PLY point cloud, camera poses, RGB/depth videos, ZIPMulti-View Voxel ReconstructionScene reconstruction · A 2D slice of the fused voxel prediction3D Face ReconstructionFace reconstruction · Face geometry preview and OBJ downloadFRUCScene reconstruction · Reconstructed Gaussian scene and novel-view renderZipSplatScene reconstruction · Gaussian scene, predicted cameras, fly-through previewUniForge3DText to 3D · Textured GLB generated from four viewsHunyuan3D 2mv TurboImage to 3D · Mesh export in GLB, OBJ, PLY, or STLHunyuan3D 2mini TurboImage to 3D · Shape mesh: GLB, OBJ, PLY, or STLAIMoCapMotion capture · 3D motion preview and provider download optionsTRELLIS.2 Text to 3DText to 3D · GLB asset with a Rerun 3D previewValdrada3D simulation · Interactive New York City sceneEmbodied 3D AI World3D simulation · Interactive humanoid movement and task simulationLitePTPoint cloud segmentation · Class-colored preview and per-point NPY labelsInstantMeshImage to 3D · Textured mesh in OBJ or GLB formatGLB ViewerView, rotate, and inspect GLB files on your deviceHow to turn an image into a 3D modelGuide · Prepare an image, generate a model, and check the exportTRELLIS.2 vs InstantMeshComparison · Inputs, export formats, materials, and workflow