# Qwen-Image-Edit OmniConsistency LoRA: Artistic Style Transfer Model
This repository provides a **LoRA (Low-Rank Adaptation)** fine-tuned variant of the Qwen-Image-Edit model integrated with OmniConsistency technology, optimized for transforming images into 22 distinct artistic styles while preserving content consistency and facial details.
---
## 🎨 Supported Art Styles
| Style Category | Example Prompt | Visual Characteristics |
|----------------|----------------|------------------------|
| **3D Chibi Style** | `transform it into 3D Chibi style` | Exaggerated cute proportions with three-dimensional rendering and soft shading |
| **American Cartoon Style** | `transform it into American Cartoon style` | Bold outlines, vibrant colors, and exaggerated expressions typical of Western animation |
| **Chinese Ink Style** | `transform it into Chinese Ink style` | Flowing brushstrokes, monochromatic tones, and traditional shan shui aesthetics |
| **Clay Toy Style** | `transform it into Clay Toy style` | Matte textures with visible fingerprints and soft plasticine-like appearance |
| **Fabric Style** | `transform it into Fabric style` | Woven textile appearance with stitch details and cloth-like folds |
| **Ghibli Style** | `transform it into Ghibli style` | Soft watercolor-like backgrounds, expressive eyes, and whimsical Studio Ghibli aesthetic |
| **Irasutoya Style** | `transform it into Irasutoya style` | Clean vector graphics with flat colors and simple shapes (Japanese clipart style) |
| **Jojo Style** | `transform it into Jojo style` | Dynamic "bizarre" poses, exaggerated muscles, and dramatic manga shading |
| **LEGO Style** | `transform it into LEGO style` | Blocky construction with cylindrical hands and studded surfaces |
| **Line Style** | `transform it into Line style` | Minimalist continuous-line drawings with negative space emphasis |
| **Macaron Style** | `transform it into Macaron style` | Pastel colors with soft gradients and candy-like textures |
| **Oil Painting Style** | `transform it into Oil Painting style` | Visible impasto brushstrokes and rich pigment textures |
| **Origami Style** | `transform it into Origami style` | Geometric folded paper appearance with crisp edges |
| **Paper Cutting Style** | `transform it into Paper Cutting style` | Silhouette art with intricate negative space patterns |
| **Picasso Style** | `transform it into Picasso style` | Cubist fragmentation and abstract facial rearrangements |
| **Pixel Style** | `transform it into Pixel style` | 8-bit/16-bit retro game aesthetic with visible square pixels |
| **Poly Style** | `transform it into Poly style` | Low-polygon 3D models with flat-shaded triangular facets |
| **Pop Art Style** | `transform it into Pop Art style` | Ben-Day dots, bold colors, and high-contrast comic book styling |
| **Rick Morty Style** | `transform it into Rick Morty style` | Squiggly lines, grotesque proportions, and adult swim animation style |
| **Snoopy Style** | `transform it into Snoopy style` | Simple black-and-white comic strip aesthetic with round features |
| **Vector Style** | `transform it into Vector style` | Clean geometric shapes with gradient fills and sharp edges |
| **Van Gogh Style** | `transform it into Van Gogh style` | Swirling brushwork, thick impasto, and post-impressionist color fields |
---
## 🖼️ Style Transformation Examples
### 1. 3D Chibi Style (包拯)
| Source Image | Target Image without LoRA | Target Image with OmniConsistency LoRA |
|--------------|---------------------------|----------------------------------------|
|  |  |  |
| *Prompt*: `transform it into 3D Chibi style` | *Issues*: Weak rendering | *Advantages*: relatively exaggerated 3D rendering |
### 2. Jojo Style (叶卡捷琳娜二世)
| Source Image | Target Image without LoRA | Target Image with OmniConsistency LoRA |
|--------------|---------------------------|----------------------------------------|
|  |  |  |
| *Prompt*: `transform it into Jojo style` | *Issues*: Weak pose dynamics, inconsistent shading | *Advantages*: Enhanced "bizarre" poses, dramatic manga lighting |
### 3. Snoopy Style (土耳其神枪手)
| Source Image | Target Image without LoRA | Target Image with OmniConsistency LoRA |
|--------------|---------------------------|----------------------------------------|
|  |  |  |
| *Prompt*: `transform it into Snoopy style` | *Issues*: Missing signature details, inconsistent linework | *Advantages*: Preserved weapon details, authentic comic strip aesthetic |
### 4. Pop Art Style (猫咪太师大壮和西洋蔡)
| Source Image | Target Image without LoRA | Target Image with OmniConsistency LoRA |
|--------------|---------------------------|----------------------------------------|
|  |  |  |
| *Prompt*: `transform it into Pop Art style` | *Issues*: Weak Ben-Day dots, color bleeding | *Advantages*: Crisp dot patterns, vibrant color separation |
---
## ✨ Technical Workflow
```mermaid
graph LR
A[Original Image] --> B(Qwen-Image Encoder)
B --> C{OmniConsistency Module}
C -->|Style Prompt| D[LoRA Adapter Bank]
D -->|3D Chibi| E["
"]
D -->|Jojo| F["
"]
D -->|Snoopy| G["
"]
D -->|Pop Art| H["
"]
```
**Key Features**:
- **Consistency Preservation**: Maintains facial features and complex scene details
- **Flexible Layout Control**: Supports creative structural changes like chibi proportions
- **Multi-Style Compatibility**: Plug-and-play integration with any style LoRA module
**Explore More Examples**:
- https://huggingface.co/datasets/svjack/Xiang_hoodies_Qwen_Image_Edit_OmniConsistency_lora_Images
---
## Model Details
- **Base Architecture**: Qwen-Image (ViT-H/16 visual encoder + Qwen-7B text encoder)
- **LoRA Configuration**:
- Rank: 32 (visual), 32 (text)
- **Training Data**: 2,600 curated image pairs across 22 styles
- **Model File**: https://huggingface.co/svjack/Qwen_Image_Edit_OmniConsistency_lora
> **Acknowledgement**: Incorporates OmniConsistency research from National University of Singapore