| # 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 | |
| - transform it into Ghibli style | |
| - Source Image | |
| -  | |
| - Target Image | |
| -  | |
| - transform it into 3D Chibi style | |
| - Source Image | |
| -  | |
| - Target Image | |
| -  | |
| - transform it into Oil Painting style | |
| - Source Image | |
| -  | |
| - Target Image | |
| -  | |
| - transform it into Jojo style | |
| - Source Image | |
| -  | |
| - Target Image | |
| -  | |
| --> | |
| ## ✨ Example Workflow | |
| ```mermaid | |
| 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**: | |
| - [Xiang Idol Style Transfers](https://huggingface.co/datasets/svjack/Xiang_idol_Kontext_OmniConsistency_lora_Images) | |
| - [Xiang IceCream Style Transfers](https://huggingface.co/datasets/svjack/Xiang_IceCream_Kontext_OmniConsistency_lora_Images) | |
| - [General Examples](https://huggingface.co/datasets/svjack/Xiang_OmniConsistency_Images) | |
| - [Historical Transforms](https://huggingface.co/datasets/svjack/Premier_Zhou_OmniConsistency_Images) | |
| --- | |
| ## 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`](https://huggingface.co/svjack/Kontext_OmniConsistency_lora/resolve/main/my_first_flux_kontext_lora_v1_000005000.safetensors) | |