Generate
Start from a clean reference image, confirm its dimensions and choose the output settings before inference.
TRELLIS.2 Image to 3D Generator
Turn a single image into a textured PBR 3D asset. Generate, inspect, optimize and export — in one browser workbench.
Mesh and PBR materialsInspect before exportPortable GLB output
A COMPLETE ASSET PIPELINE
Not just generation.
A real 3D workflow.
Most image-to-3D tools stop at a download link. Trellis 3D keeps the important decisions — material inspection, mesh density and export intent — in the same workspace.
Inspect
Orbit the asset and isolate PBR channels, normals, wireframe and hidden geometry.
Optimize
Choose a polygon budget for web, games, mobile, previews or mesh repair.
Export
Package geometry and PBR materials into a portable binary GLB asset.
LOOK BENEATH THE SURFACE
Inspect every layer
of your asset.
A beautiful render can hide costly geometry and incomplete maps. Switch channels without changing the camera, then verify the asset you actually have.
PBR shadedMaterial channels
Physically basedBase color · roughness · metallic
WireframeMesh topology
Topology viewCheck density and edge distribution
GeometrySurface form
Neutral clayRead form without texture distraction
FIT THE PIPELINE
One asset.
Five destinations.
Optimization is a target, not a magic switch. Start with a purposeful preset, then use the inspector to validate the result.
Learn about retopology ↗WEBFast delivery, balanced materials
42K
20K–50K
↗GAMEReal-time detail with headroom
86K
50K–100K
↗MOBILETight memory and draw-call budget
24K
10K–30K
↗PRODUCTHigh-fidelity product presentation
140K
100K+
↗3D PRINTWatertight processing target
SOLID
REPAIR
↗! AI-generated meshes can contain small holes or topology discontinuities. Printing and animation workflows may require dedicated post-processing.
REFERENCE INPUTS
Three sample images.
Ready to test.
01SAMPLE INPUTOPEN WORKBENCH
Product object
↗Camera
- FORMAT
- JPG
- DIMENSIONS
- 900×900
- VIEW
- Three-quarter
- FRAMING
- Full object
02SAMPLE INPUTOPEN WORKBENCH
Footwear
↗Running shoe
- FORMAT
- JPG
- DIMENSIONS
- 900×900
- VIEW
- Side profile
- FRAMING
- Full object
03SAMPLE INPUTOPEN WORKBENCH
Furniture
↗Lounge chair
- FORMAT
- JPG
- DIMENSIONS
- 900×900
- VIEW
- Three-quarter
- FRAMING
- Full object
MODEL PROFILE / TRELLIS.2
A native 3D model,
at a glance.
Published model facts are kept separate from product claims. Performance numbers below are official H100 benchmarks, not consumer GPU estimates.
Open model profile ↗Single-image generation model
+ full PBR materials
Published voxel setting
NVIDIA GPU · Linux
512³~3 sec1024³~17 sec1536³~60 sec
Official reference hardware only
FROM PIXELS TO SURFACE
How TRELLIS.2
builds an asset.
Single reference
RGBVisual features
ENCODESparse structure
LATENTShape decoding
DECODEUsable asset
GLBTECH NOTE
O-Voxel is TRELLIS.2's internal sparse representation — not a downloadable 3D format. The final mesh and material maps are decoded from this structure.
Read the O-Voxel explainer ↗KNOWLEDGE SYSTEM
Understand the tools
behind the output.
Definitions, diagrams and practical tools — linked as a knowledge graph instead of buried in a blog archive.
01REPRESENTATION
O-Voxel
The sparse surface representation at the core of TRELLIS.2.
Explore concept ↗02MATERIAL
PBR Materials
Base color, roughness, metallic and opacity — without the jargon.
Explore concept ↗03FORMAT
GLB
The binary web-ready container for geometry, textures and materials.
Explore concept ↗04GEOMETRY
Mesh
Vertices, faces, topology, density and the checks that matter.
Explore concept ↗05PROCESS
Retopology
When and why a generated surface needs a cleaner edge flow.
Explore concept ↗06HARDWARE
VRAM
How resolution, model weights and workflows consume GPU memory.
Explore concept ↗LOCAL WORKFLOWSCOMMUNITY
Run TRELLIS.2
on your hardware.
Clear, version-aware guides for ComfyUI, INT8 ConvRot, GGUF, Windows and low-VRAM setups — with the trade-offs stated up front.
Official setupLinux · NVIDIA GPU · 24 GB+ VRAM
New · 22 AugComfy-Org added a 5.25 GB INT8 ConvRot diffusion checkpoint.
Checkpoint size is not peak VRAM. Compatibility still depends on the loader, GPU backend, resolution and complete 3D workflow.
MODEL DATABASE4 PROFILES
Compare the models,
not the marketing.
Inputs, output formats, PBR support, local requirements and known limitations in a consistent structure.
T.2TRELLIS.2Mesh + PBR
VSH3Hunyuan3DShape + texture
FIELD NOTES / FAQ
Before you
generate.
Practical answers, conservative claims and direct links to the details.
01What is TRELLIS.2?
TRELLIS.2 is a 4-billion-parameter single-image 3D generation model from Microsoft Research. It produces a mesh with PBR material channels, including base color, roughness, metallic and opacity.
02Is Trellis 3D an official Microsoft product?
No. Trellis 3D is an independent workbench and knowledge resource. It is not affiliated with, endorsed by or operated by Microsoft.
03Does a generated asset come out game-ready?
Not automatically. Generated assets should be inspected for topology, polygon density, UVs, materials and hidden geometry. The workbench helps you identify and optimize those areas for a target pipeline.
04Can I use the result for 3D printing?
You can prepare assets for printing, but a raw generation is not guaranteed to be watertight. Use the 3D Printing preset as a starting point, then verify wall thickness, normals and manifold geometry in a dedicated mesh repair tool.
05What image gives the best result?
Use a sharp, well-lit image with one complete object, a simple background, minimal occlusion and a clear silhouette. Check the displayed dimensions and framing before submitting the request.
06Can TRELLIS.2 run on my own GPU?
The official standard setup targets Linux and at least 24 GB of NVIDIA GPU memory. Community workflows can reduce memory requirements, with trade-offs in speed, resolution and support. Check the GPU guide for a realistic path.
FROM IMAGE TO ASSET