# 🐱 LoRA Fine-tuned Kontext Model for Cat-Face Food Transformation  
**Repository:** https://huggingface.co/svjack/Kontext_Cat_Face_Lora  

This repository provides a **LoRA (Low-Rank Adaptation)** fine-tuned variant of the Kontext image consistency model, specialized 
in **adding adorable cat faces to food items** while preserving original textures, lighting, and structural details.  

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## ✨ Key Features  
1. **Texture & Detail Preservation**  
   - Retains original food textures (e.g., bun crispiness, broth glossiness) while seamlessly integrating cat facial features  
   - Maintains lighting consistency and material properties (e.g., glass translucency, sauce shine)  

2. **Low-Rank Adaptation Efficiency**  
   - Optimized for fast inference with minimal GPU memory usage  
   - Compatible with consumer-grade hardware (e.g., NVIDIA 16GB+ GPUs)  

3. **Prompt Flexibility**  
   - Simple prompts like `make food in cat style, add ears, glasses, beard, mouth, tail.` trigger precise edits  
   - Supports multi-object food compositions (e.g., stacked burgers, liquid dishes)  

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## 🍜 Transformation Examples  

### Example 1.1: Glass Peach  
| Original Food | Transformed Output |  
|--------------|---------------------|  
| ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/JpWS628LJzVJ01ZAzceSh.jpeg) | ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/50WTTkHXnJJYqaQDnDF6B.png) |  
| **Preserved:** Peach translucency, stem texture, glass refraction |  

### Example 1.2: Glass Pear  
| Original Food | Transformed Output |  
|--------------|---------------------|  
| ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/nZUi4HwnDh25Fx8fVL7Ya.jpeg) | ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/Mw_nyYCfvLw_co2Nr0lrD.png) |  
| **Preserved:** Pear translucency, stem texture, glass refraction |  


### Example 2: Hamburger  
| Original Food | Transformed Output |  
|--------------|--------------------|  
| ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/rU5h4Tw5rqqbm4HnF9cCO.jpeg) |![image/png](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/0c46nf402zXfmCHSo6auP.png) |  
| **Preserved:** Sesame seed distribution, cheese melt, lettuce folds |  


### Example 3: Noodles  
| Original Food |Transformed Output |  
|--------------|---------------------|  
| ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/4FdRillCqdF5CylQFtcAt.jpeg) | ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/QGaneTiTvVJALXyoyYk0p.png) |  
| **Preserved:** Broth shimmer, noodle strand separation, steam effects |  


### Example 4: Adeptus' Temptation (Genshin Impact)  


![image/webp](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/xHEUZK45xmnZ3t8zizioh.webp)

| Original Food | Transformed Output |  
|--------------|---------------------|  
| ![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/a9DxhFRpOx3Ttd0bQYCLG.jpeg) |  ![image/png](https://cdn-uploads.huggingface.co/production/uploads/634dffc49b777beec3bc6448/OPBgds_T9CICeJMmU_DVM.png) |  
| **Preserved:** Glaze glossiness, ingredient layering, golden glow |  

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## ⚙️ Technical Details  
- **Base Model**: Kontext (Flux.1 Kontext-dev, 12B rectified flow transformer)