<h2 id="short-description">📝 Short description</h2>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: <code>refcontrolcanny</code><a target="_blank" rel="ugc" href="https://civarchive.com/models/1915205">Workflow</a><a target="_blank" rel="ugc" href="https://youtu.be/T0IH0jT2h8M">Demo video</a> <a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora">hugging face</a><hr /><h2 id="examples">📊 Examples</h2>ReferenceResult<a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/1a.png"><img src="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/1a.png" alt="ref1" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/1b.png"><img src="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/1b.png" alt="res1" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/2a.png"><img src="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/2a.png" alt="ref2" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/2b.png"><img src="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/2b.png" alt="res2" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/5a.png"><img src="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/5a.png" alt="ref3" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/5b.png"><img src="https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora/resolve/main/examples/5b.png" alt="res3" /></a><hr /><h2 id="extended-description">📖 Extended description</h2>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 — facial features, clothing, style — from the reference image, while using the canny edge map to define contours, composition, and layout.<hr /><h2 id="how-to-use">⚙️ How to use</h2><ol><li>Concatenate two images side by side:<ul><li>Left: reference image (person, character, or object).</li><li>Right: canny edges (line structure).</li></ul></li><li>Add the trigger word <code>refcontrolcanny</code> in your prompt.</li><li>Adjust LoRA weight (recommended 0.8–1.0) depending on how strictly you want to follow edges.</li></ol><h3 id="example-prompt">✅ Example prompt</h3>refcontrolcanny, change canny edges to photo with reference from left<hr /><h2 id="what-it-does">🎯 What it does</h2><ul><li>Preserves style and identity of the reference.</li><li>Uses canny edges to control structure, outline, and composition.</li><li>Produces consistent results across different poses and layouts.</li></ul><hr /><h2 id="tips">⚡ Tips</h2><ul><li>Works best if the canny map captures clean edges with minimal noise.</li></ul><hr /><h2 id="use-cases">📌 Use cases</h2><ul><li>Character consistency in illustrations and comics.</li><li>Stylized redraws of objects with sharp outlines.</li><li>Scene composition based on silhouettes.</li><li>Rapid prototyping of layouts and storyboards.</li></ul>

Files with SHA256: 6ad9467ae7c37def6e7b288bdd6c7ad9c9280be332482002a75c9d41eeecd8be