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RefControl Flux Kontext – Reference Lineart LoRA

56

551

27

Updated: Aug 27, 2025

concept

Verified:

SafeTensor

Type

LoRA

Stats

551

0

Reviews

Published

Aug 27, 2025

Base Model

Flux.1 Kontext

Training

Steps: 5,000

Hash

AutoV2
1447382321
default creator card background decoration

thedeoxen

The FLUX.1 [dev] Model is licensed by Black Forest Labs. Inc. under the FLUX.1 [dev] Non-Commercial License. Copyright Black Forest Labs. Inc.

IN NO EVENT SHALL BLACK FOREST LABS, INC. BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH USE OF THIS MODEL.

RefControl Flux Kontext – Reference Lineart LoRA

📝 Short description

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

Trigger word: refcontrollineart

Workflow

hugging face

Demo video

ReferenceResultref1res1ref2res2ref3res3


📖 Extended description

This LoRA was primarily trained on human characters and objects, but it works well with stylized art too.
The main goal is to preserve identity — facial features, clothing, or style — from the reference image, while adapting them to the structure given by the lineart map.


⚙️ How to use

  1. Concatenate two images side by side:

    • Left: reference image (person, character, or object).

    • Right: lineart map (black & white contour drawing).

  2. Add the trigger word refcontrollineart in your prompt.

  3. Adjust LoRA weight (recommended 0.7–1.0).

✅ Example prompt

refcontrolcanny, change ineart to photo with reference from left


🎯 What it does

  • Preserves identity and style of the reference.

  • Uses lineart to control outlines, proportions, and composition.

  • Works for both realistic and stylized generations.


⚡ Tips

  • Best results when the lineart map is clear and clean (minimal shading).


📌 Use cases

  • Converting sketches to full artworks while keeping reference identity.

  • Character redraws in different art styles.

  • Consistent character design across multiple illustrations.

  • Turning lineart drafts into photorealistic or stylized renders.