Seed3D
VerifiedByteDance Seed model that turns a single image into simulation-ready 3D assets
Product preview
Seed3D
What it is
Seed3D is a family of 3D generation models from ByteDance's Seed research team. Version 1.0, introduced in October 2025, uses a diffusion transformer to produce geometry, textures and physically based materials from a single input image, with assets that can be imported into simulators such as NVIDIA Isaac Sim. Seed3D 2.0 adds a coarse-to-fine geometry pipeline, a unified PBR material model, and tools for scene layout planning, part decomposition and articulation, so objects can move and interact in physics engines. ByteDance offers access through its Volcano Engine cloud platform, and the team has published technical reports describing the methods and evaluations.
Key features
- Single image to textured 3D mesh
- PBR albedo and metallic-roughness maps
- Scene layout and part decomposition
- Articulated objects for physics engines
What we liked
- + High-detail geometry and materials
- + Assets suited to robotics simulation
- + Backed by published technical reports
Worth noting
- · Access mainly through Volcano Engine cloud
- · No simple consumer app or public price list
Editor's notes
More context from AI BirdView
Seed3D is interesting because it aims past good-looking 3D models and toward assets that behave correctly inside a physics simulator. ByteDance's Seed team designed it so a single photo can become a watertight mesh with realistic materials, and the second version extends that to whole scenes and objects with moving parts.
- Generates geometry, textures and PBR materials together from one image
- Outputs are meant to drop into simulation platforms used for robot training
- Seed3D 2.0 adds scene layout planning so several objects can be arranged coherently
- Part-aware decomposition and articulation let doors, drawers and similar parts move
- The team reports strong results in human preference studies, according to its own paper
Seed3D is best for game studios, 3D content teams and robotics groups that need large volumes of realistic assets and are comfortable working through a cloud API. A practical tip: read the Seed3D 2.0 technical report before integrating it, since it explains which features target single objects and which support full scene construction, which helps you plan a pipeline around the right capability.
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