svjack/Qwen_Image_Edit_OmniConsistency_lora

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.

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🎨 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

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🖼️ 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

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✨ Technical Workflow

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

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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