license: apache-2.0 base_model: - black-forest-labs/FLUX.1-Kontext-dev pipeline_tag: image-to-image

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


📊 Examples

Input Oupttut
ref1 res1
ref2 res2
ref3 res3
ref4 res4
ref5 res5

📖 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.


⚙️ 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:

✅ Example prompt

refcontrolpose change pose to photo with reference from left side


🎯 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.

⚡ 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.

📌 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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