AI System for 3D Model Texture Generation
Texturing 3D models is labor-intensive: artist spends from several hours to several days per asset. AI system generates complete PBR texture package (albedo, normal, roughness, metallic, AO) from text description or reference image in seconds.
Generation Methods
Text-to-Texture (UV Projection):
- TEXTure — iterative texture generation via diffusion inpainting along UV seams
- Text2Tex — Depth-aware texture synthesis with consistent multi-view projection
- Quality: production-ready for prop assets after single pass
Image-to-Texture (Style Transfer):
- ControlNet (tile + depth) for transferring reference image style to UV
- Seamless tiling via circular convolution tricks
PBR Decomposition:
- MaterialGAN, DiffMat — generating full PBR set from albedo
- RGB → Normal + Roughness + Metallic via specialized U-Net models
- Ambient occlusion baking automated via Blender headless
Workflow Integration
Plugins for Blender (Python), Substance Painter (scripting), Unreal Engine (Editor Utility Widget), 3ds Max. Batch processing via REST API — upload OBJ, get ZIP with PBR textures.
Quality Parameters
| Resolution | Application | Generation Time |
|---|---|---|
| 512×512 | Mobile Games | 5–10 sec |
| 1024×1024 | PC/Console Games | 10–25 sec |
| 2048×2048 | Architectural Viz | 30–60 sec |
| 4096×4096 | Film/Hero Assets | 90–180 sec |
End-to-end system development: 3–5 weeks including engine plugins and batch API.