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LoRA Fine-tuned Kontext Model for Artistic Style Transfer

This repository provides a LoRA (Low-Rank Adaptation) fine-tuned variant of the Kontext image consistency model, optimized for transforming images into 22 distinct artistic styles while preserving content consistency.

🎨 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

Ghibli Style Transformation (爱豆翔)

Source Image Target Image
Original Ghibli
Prompt: transform it into Ghibli style Characteristics: Soft watercolor textures, expressive eyes

LEGO Style Transformation (吃冰淇凌的翔)

Source Image Target Image
Original LEGO
Prompt: transform it into LEGO style Characteristics: Blocky construction with cylindrical hands and studded surfaces

3D Chibi Style Transformation （包拯）

Source Image Target Image
Original Chibi
Prompt: transform it into 3D Chibi style Characteristics: Exaggerated cute proportions, 3D rendering

Oil Painting Style Transformation （拿破仑）

Source Image Target Image
Original Oil Painting
Prompt: transform it into Oil Painting style Characteristics: Visible brushstrokes, impasto texture

Jojo Style Transformation （叶卡捷琳娜）

Source Image Target Image
Original Jojo
Prompt: transform it into Jojo style Characteristics: Dynamic poses, bold manga shading

✨ Example Workflow 

graph LR
    A[Original Image] --> B(Kontext + LoRA)
    B --> C{Style Prompt}
    C -->|Ghibli| D["<img src='https://huggingface.co/datasets/svjack/Xiang_idol_Kontext_OmniConsistency_lora_Images/resolve/main/ghibli_example.jpg' width='150'/>"]
    C -->|3D Chibi| E["<img src='https://huggingface.co/datasets/svjack/Xiang_idol_Kontext_OmniConsistency_lora_Images/resolve/main/chibi_example.jpg' width='150'/>"]
    C -->|Oil Painting| F["<img src='https://huggingface.co/datasets/svjack/Xiang_OmniConsistency_Images/resolve/main/oil_example.jpg' width='150'/>"]
    C -->|Jojo| G["<img src='https://huggingface.co/datasets/svjack/Premier_Zhou_OmniConsistency_Images/resolve/main/jojo_example.jpg' width='150'/>"]
    C -->|Van Gogh| H["<img src='https://huggingface.co/datasets/svjack/Xiang_OmniConsistency_Images/resolve/main/vangogh_example.jpg' width='150'/>"]

Explore more examples:

Model Details