RefControl Flux Kontext – Reference Canny LoRA

πŸ“ Short description

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

Trigger word: refcontrolcanny

Demo video


πŸ“Š Examples

Reference Result
ref1 res1
ref2 res2
ref3 res3

πŸ“– Extended description

This LoRA was primarily trained on humans and characters, but it works with objects and scenes as well.
The main purpose is to preserve identity β€” facial features, clothing, style β€” from the reference image, while using the canny edge map to define contours, composition, and layout.


βš™οΈ How to use

  1. Concatenate two images side by side:
    • Left: reference image (person, character, or object).
    • Right: canny edges (line structure).
  2. Add the trigger word refcontrolcanny in your prompt.
  3. Adjust LoRA weight (recommended 0.8–1.0) depending on how strictly you want to follow edges.

βœ… Example prompt

refcontrolcanny, change canny edges to photo with reference from left


🎯 What it does

  • Preserves style and identity of the reference.
  • Uses canny edges to control structure, outline, and composition.
  • Produces consistent results across different poses and layouts.

⚑ Tips

  • Works best if the canny map captures clean edges with minimal noise.

πŸ“Œ Use cases

  • Character consistency in illustrations and comics.
  • Stylized redraws of objects with sharp outlines.
  • Scene composition based on silhouettes.
  • Rapid prototyping of layouts and storyboards.

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