Engine test · Microsoft Research

TRELLIS 2

Microsoft's 4-billion-parameter successor, built from one picture: dense geometry and PBR maps, but the back and the depth are its own guess.

What we saw

  • Works from a single picture, so we send one repainted three-quarter view; how deep the object is and what its back looks like are its own guess.
  • Dense and textured, with base-colour and roughness-metal maps (4K when asked for detail).
  • In our runs its colours drifted from the picture it was given: the red pickup came back dark brown, the character's brown hair black.
  • The file's orientation follows the picture: our pickup truck came back turned a quarter. Vox Land turns it to match your blocks.

Results

Left to right: the block-out it was given, the result from the front and the back, and the shape without its textures.

839 blocks, cartoon style: a young man in a blue T-shirt, dark grey trousers and black boots. The T-pose shows whether an engine textures both arms.

T-posed character: The block-out
The block-out
TRELLIS 2, T-posed character: Front
TRELLIS 2 · Front
TRELLIS 2, T-posed character: Back
TRELLIS 2 · Back
TRELLIS 2, T-posed character: Shape only
TRELLIS 2 · Shape only
Triangles
497,034
File size
28.2 MB
Texture maps
Base colour · Roughness-metal (2K)
Outline match
66%
front 89% · side 52% · top 55%
Job time
119 s
Art style
Cartoon
Settings
defaults
Generated
Sep 23, 2026

1,896 blocks, comic style: a chunky stylised pickup. The test for hard surfaces, flat panels and wheels.

Pickup truck: The block-out
The block-out
TRELLIS 2, Pickup truck: Front
TRELLIS 2 · Front
TRELLIS 2, Pickup truck: Back
TRELLIS 2 · Back
TRELLIS 2, Pickup truck: Shape only
TRELLIS 2 · Shape only
Triangles
494,581
File size
31.4 MB
Texture maps
Base colour · Roughness-metal (2K)
Outline match
66%
front 54% · side 76% · top 68%
Job time
217 s
Art style
Comic
Settings
defaults
Generated
Sep 23, 2026

4,518 blocks, realistic style: a stone gatehouse with two towers, battlements, a portcullis, banners and a drawbridge on chains. The test for a large building with thin parts and repeated detail.

Castle gate: The block-out
The block-out
TRELLIS 2, Castle gate: Front
TRELLIS 2 · Front
TRELLIS 2, Castle gate: Back
TRELLIS 2 · Back
TRELLIS 2, Castle gate: Shape only
TRELLIS 2 · Shape only
Triangles
491,688
File size
30.7 MB
Texture maps
Base colour · Roughness-metal (2K)
Outline match
85%
front 86% · side 79% · top 89%
Job time
389 s
Art style
Realistic
Settings
defaults
Generated
Sep 23, 2026

Compare TRELLIS 2 with

Head-to-heads on the same block-out.

Other engines

How we test

  1. 1Same pictures. Within a test, an image model repaints the block views once (the way Vox Land always works), and that one set of views goes to every engine, at its default settings; the table lists any that differ. Engines that take a single picture get one three-quarter view, painted from the same blocks in the same style.
  2. 2So every difference inside a test comes from the engine, not from the input. The blocks fix the shape and the proportions; the repainted views add the colours and small details every engine then shares.
  3. 3Numbers are read from the file each engine delivered: triangles, file size, texture maps. Job time is the engine's job in our pipeline (the views were painted beforehand), from a single run.
  4. 4Outline match: we draw the block-out and the model as flat silhouettes from the front, the side and above, and measure how much they overlap (intersection over union; 100% means identical outlines).
  5. 5The renders are ours: the same camera, light and orientation for every file.
  6. 6We make none of these engines. Vox Land sends your blocks to whichever one you pick, so we have no reason to favour one.

Try them on your own blocks

Build a block-out in the browser and send it to any of these engines. New accounts get 15 free credits.

Data updated Sep 23, 2026