AI & ML interests

We offer the largest proprietary library of human-authored 3D assets for AI and machine learning. Created entirely by our in-house team, every 3D model is paired with our PBR materials, providing structured ground truth at both the geometry and material level. Each asset includes metadata and semantic annotations at object and component level, providing fine-grained training signals for AI.

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aviagg  updated a dataset about 7 hours ago
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A23D — The largest proprietary library of human-authored 3D assets — built for AI training and generative 3D

A23D is a proprietary dataset of 500,000+ 3D models, PBR textures, decals, and IES profiles, entirely human-authored in-house. Every asset is built by our own team to one concept, one vision, one structure — delivering consistency across scale, orientation, topology, materials, and metadata that open-source and marketplace datasets can't match.

What Makes It Different

Every model is textured with our own PBR materials, giving us component-level geometry-and-material ground truth (albedo, roughness, metallic, normals). Every asset in the corpus contains linked geometry, materials, topology, taxonomy, dimensions, and component-level metadata created under a single production standard.

This forms a structured graph connecting geometry, materials, semantics, topology, dimensions, and categories — a depth of per-asset metadata not found in open-source or marketplace datasets.

Dataset at a Glance

  • 400,000+ 3D Models
  • 100,000+ PBR Textures
  • 14,000+ Decals
  • 10,000+ IES Profiles

Use Cases

  • Training data for generative 3D and 3D foundation models
  • Geometry-and-material ground truth for reconstruction and material estimation
  • Structured 3D corpora for research in topology, semantics, and taxonomy

Licensing

We license this dataset for AI training and generative 3D. To discuss access, reach out via enterprise@a23d.co or visit a23d.co/ai

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