ianlebot/Wireframe_to_Texture

Wireframe to Texture LoRA

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Model description

Wireframe to Hand-Painted – Stylized Texture LoRA

This LoRA is designed to convert 3D wireframe projections into stylized, hand-painted base textures using image-to-image generation. It is intended to be used as a base texture generator, not as a final production asset tool.

Check out this post for more info, prompts examples, etc: https:&#x2F;&#x2F;www.artstation.com&#x2F;artwork&#x2F;vb6X9a

🔹 Base Model

This LoRA was trained on the base version of Qwen Image Edit ⚠️ NOT trained on Qwen Image Edit 2509 Results and behavior are aligned with the base model only.

🔹 Training Setup

• —Trained on ModelScope
• —Dataset size: 50+ curated image pairs
• —Training data:
• —Input: 2D image of Wireframe &#x2F; projection renders from 3D models
• —Output: Stylized hand-painted texture results
• —Multiple LoRA variations were trained and tested
• —Each variation included multiple checkpoints
• —The released version corresponds to the best-performing checkpoint after visual and consistency evaluation

🔹 Intended Input

This model expects:

• —A clean wireframe or projection render of a 3D model
• —Neutral background (gray or flat color recommended)
• —Clear silhouette and readable geometry

Optimized for:

• —Stylized &#x2F; hand-painted textures
• —Fantasy and stylized props
• —Game-ready asset base generation

✅ What This Model Is For

• —Fast base texture generation
• —Stylized look exploration
• —Early production &amp; iteration
• —Indie and small-team pipelines
• —Artist-in-the-loop workflows

❌ What This Model Is NOT

• —❌ Not a one-click final asset generator
• —❌ Does not generate full PBR texture sets
• —❌ Does not replace manual texturing
• —❌ Only textures visible projected faces (no full 360° automatic coverage)

🔹 Recommended Workflow

1. 1.Export a wireframe &#x2F; projection render from your 3D software (3DCoat, Blender, etc.)
2. 2.Use image-to-image with this LoRA
3. 3.Generate a stylized base texture
4. 4.Refine manually in 3DCoat, Substance, or painting tools

🧠 Philosophy

This model is built to empower artists, not replace them. It removes the blank canvas problem and accelerates early-stage production, while keeping full creative control in the artist’s hands.

AI as a starting point, not the final answer.

Trigger words

You should use HNDPNT to trigger the image generation.

Download model

Download them in the Files & versions tab.