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
📖 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
- Concatenate two images side by side:
- Left: reference image (character, person, or object).
- Right: pose control map (skeleton, keypoints).
- Add the trigger word
refcontrolpose
in your prompt.
- 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.