refcontrol-flux-kontext-reference-pose-lora

license: apache-2.0 base_model:

• black-forest-labs/FLUX.1-Kontext-dev pipeline_tag: image-to-image

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RefControl Flux Kontext – Reference Pose LoRA

📝 Short description

A LoRA for Flux Kontext Dev that fuses a reference image (left) with a pose control map (right).
It preserves identity and style from the reference while following the pose and body structure from the control.

Trigger word: refcontrolpose

🎥 Demo Video

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📊 Examples

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📖 Extended description

This LoRA was primarily trained on humans, but it can also be applied to stylized characters and some objects.
Its main goal is to transfer identity — facial features, hairstyle, clothing, or object details — from the reference image, while adapting them to the pose and skeleton structure defined by the control map.

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⚙️ How to use

1. Concatenate two images side by side:
   • Left: reference image (character, person, or object).
   • Right: pose control map (skeleton, keypoints).
2. Add the trigger word refcontrolpose in your prompt.
3. Adjust LoRA weight (recommended 0.8–1.0) depending on how strongly you want to preserve identity.

Worklow:

You can find workflow in the workflows folder.

For workflow you need to install in ComfyUI:

• comfyui_controlnet_aux
• comfyui-kjnodes

✅ Example prompt

refcontrolpose change pose to photo with reference from left side

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🎯 What it does

• Preserves character identity across generations.
• Adapts the subject to a new pose or action.
• Works well for character consistency in sequential generations.

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⚡ Tips

• Best results when the pose map has similar proportions to the reference image.
• Combine with text prompts to refine background or mood.
• Can be chained with other RefControl LoRAs (depth, lineart, canny) for multi-constraint generation.

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📌 Use cases

• Character posing for illustrations, comics, or storyboards.
• Consistent character design across different poses.
• Re-posing stylized characters while keeping their identity.
• Creating animation keyframes from static references.

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