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--- |
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license: other |
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license_name: flux-1-dev-non-commercial-license |
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license_link: LICENSE.md |
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language: |
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- en |
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base_model: |
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- black-forest-labs/FLUX.1-Kontext-dev |
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pipeline_tag: image-to-image |
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library_name: diffusers |
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tags: |
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- text-generation-inference |
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- template:diffusion-lora |
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- lora |
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- text-image |
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- inference:false |
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--- |
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# **Kontext-0811-exp** |
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> The **Kontext-0811-exp** collection is a suite of fine-tuned adapters for **black-forest-lab’s FLUX.1-Kontext-dev**, developed to extend its visual transformation capabilities across multiple camera perspectives and enhancement modes. Each adapter in this set is trained for a specific spatial or stylistic transformation, ensuring high-quality, context-aware image reinterpretation without loss of realism, lighting accuracy, or environmental consistency. |
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## Included Adapters |
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### 1. Kontext-Top-Down-View |
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Transforms a scene into a **top-down perspective**, maintaining accurate **visual proportions, lighting consistency, and spatial relationships**. Ensures that **backgrounds, textures, and environmental shadows** align naturally from the elevated viewpoint. |
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**Training Data:** 800 image pairs (400 start, 400 end) |
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### 2. Kontext-Bottom-Up-View |
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Generates a **bottom-up perspective** of the scene, preserving **depth, scale, and lighting direction** for enhanced realism. Adapts **sky or floor elements** naturally to the new viewing angle, ensuring authentic shadows and geometry consistency. |
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**Training Data:** 800 image pairs (400 start, 400 end) |
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### 3. Kontext-CAM-Left-View |
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Produces a **left-side perspective** while maintaining **consistent lighting, textures, and proportions**. Reveals **previously unseen left-side details** with realistic geometry and environment coherence. |
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**Training Data:** 800 image pairs (400 start, 400 end) |
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### 4. Kontext-CAM-Right-View |
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Generates a **right-side camera perspective** with **natural lighting, accurate geometry, and realistic textures**. Preserves harmony with the original image’s **environment, shadows, and visual tone**, offering seamless right-side continuation. |
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**Training Data:** 800 image pairs (400 start, 400 end) |
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### 5. Kontext-Image-Upscale |
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Upscales **low-quality images to 4K resolution**, enhancing **sharpness, clarity, and fine details** while maintaining **original texture, color, and lighting**. Effectively removes **noise, blur, and compression artifacts** for clean, high-fidelity results. |
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**Training Data:** 1,000 image pairs (500 start, 500 end) |
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### 6. Kontext-Scene-Artistic |
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Reinterprets the input scene through an **artistic or creative perspective**, blending **imagination with realism**. Uses dynamic **camera angles, cinematic framing, depth of field, and surreal compositions** to deliver expressive yet coherent visual outputs. |
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**Training Data:** 700 image pairs (350 start, 350 end) |
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## Example Trigger Prompts |
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**Top-Down View** |
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> [photo content], recreate the scene from a top-down perspective. Maintain all visual proportions, lighting consistency, and realistic spatial relationships. Ensure the background, textures, and environmental shadows remain naturally aligned from this elevated angle. |
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**Bottom-Up View** |
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> [photo content], recreate the scene from a bottom-up perspective. Preserve accurate depth, scale, and lighting direction to enhance realism. Ensure the background sky or floor elements adjust naturally to the new angle, maintaining authentic shadowing and perspective. |
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**Left View** |
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> [photo content], render the image from the left-side perspective, keeping consistent lighting, textures, and proportions. Maintain the realism of all surrounding elements while revealing previously unseen left-side details consistent with the object’s or scene’s structure. |
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**Right View** |
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> [photo content], generate the right-side perspective of the scene. Ensure natural lighting, accurate geometry, and realistic textures. Maintain harmony with the original image’s environment, shadows, and visual tone while providing the right-side visual continuation. |
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**Artistic Mode** |
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> [photo content], reinterpret the scene in a creative or artistic perspective, blending imagination with realism. Experiment with dynamic camera angles, depth of field, and artistic framing — such as diagonal, cinematic, macro, or surreal top-left perspectives — while keeping visual coherence and emotional authenticity. |
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## Technical Information |
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* **Base Model:** FLUX.1-Kontext-dev (by Black Forest Labs) |
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* **Adapter Format:** `.safetensors` |
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* **Adapter Size:** 613 MB each |
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* **Optimization Objective:** Spatial realism, context coherence, and artifact-free transformation |
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* **Use Case:** Camera perspective adaptation, image enhancement, and artistic scene re-interpretation |
