| # 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["<img src='https://huggingface.co/datasets/svjack/Xiang_idol_Kontext_OmniConsistency_lora_Images/resolve/main/chibi_example.jpg' width='120'/>"] | |
| D -->|Jojo| F["<img src='https://huggingface.co/datasets/svjack/Premier_Zhou_OmniConsistency_Images/resolve/main/jojo_example.jpg' width='120'/>"] | |
| D -->|Snoopy| G["<img src='https://example.com/snoopy_example.jpg' width='120'/>"] | |
| D -->|Pop Art| H["<img src='https://example.com/popart_example.jpg' width='120'/>"] | |
| ``` | |
| **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 |