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+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
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README.md

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+---
+tags:
+- text-to-image
+- lora
+- diffusers
+- template:diffusion-lora
+widget:
+- output:
+    url: images/hammer_output.png
+  text: >-
+    HNDPNT, Texture the wireframe mesh of a complex ornate fantasy tech-hammer.
+    Apply a stylized handpainted base color style. The texture features a blocky
+    head constructed from polished gold trim, copper plating, and silver inlays
+    with scrollwork. It is embedded with large faceted glowing blue gems on the
+    sides and blue crystal spikes at the back. The handle displays copper
+    piping, vertical blue energy vials, and a dark brown grip with glowing blue
+    runes, ending in a mechanical claw pommel.
+- output:
+    url: images/barrel_output.png
+  text: >-
+    HNDPNT, Texture the wireframe mesh of a stylized wooden barrel. Apply a
+    stylized handpainted base color style. The texture features a body
+    constructed from thick, dark brown weathered wooden staves with prominent
+    stylized wood grain, deep gaps, and edge wear with lighter brown highlights.
+    It is reinforced by three broad, dark grey hammered metal bands secured with
+    large, chunky metal rivets. The top surface is a circular wooden lid with a
+    central recessed metal handle ring. Thick brushstrokes and baked-in lighting
+    define the chunky forms.
+base_model: nunchaku-tech/nunchaku-qwen-image-edit-2509
+instance_prompt: HNDPNT
+license: apache-2.0
+---
+# Wireframe to Texture LoRA
+
+<Gallery />
+
+## 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. Export a **wireframe &#x2F; projection render** from your 3D software (3DCoat, Blender, etc.)
+2. Use **image-to-image** with this LoRA
+3. Generate a **stylized base texture**
+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.
+
+https:&#x2F;&#x2F;cdn-uploads.huggingface.co&#x2F;production&#x2F;uploads&#x2F;645579dd1f9406d48803f158&#x2F;7aVeKAkPNxLiPVP4s5fbT.mp4
+
+
+
+## Trigger words
+
+You should use `HNDPNT` to trigger the image generation.
+
+
+## Download model
+
+
+[Download](/ianlebot/Wireframe_to_Texture/tree/main) them in the Files & versions tab.