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

can refer on https://github.com/showlab/OmniConsistency

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

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

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

Prompt: `transform it into 3D Chibi style`	Characteristics: Exaggerated cute proportions, 3D rendering

Oil Painting Style Transformation （拿破仑）

Source Image	Target Image

Prompt: `transform it into Oil Painting style`	Characteristics: Visible brushstrokes, impasto texture

Jojo Style Transformation （叶卡捷琳娜）

Source Image	Target Image

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

Base Architecture: Kontext (12B-parameter rectified flow transformer)
Fine-tuning: LoRA adaptation for multi-style transfer
Model File: my_first_flux_kontext_lora_v1_000005000.safetensors