<h1 id="depth-reference-fusion-lora">Depth Reference Fusion LoRA</h1><h2 id="short-description">📝 Short description</h2>A LoRA for Flux Kontext Dev that fuses a reference image (left) with a depth map (right). It preserves identity and style from the reference while following the pose and structure from the depth map.Trigger word: <code>redepthkontext</code><a target="_blank" rel="ugc" href="https://youtu.be/cCwoPOkxq5c?si=T4tr3MWi7EUNJXIW">Demo Video</a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/1_a.png"><img src="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/1_a.png" alt="Input" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/1_b.png"><img src="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/1_b.png" alt="Output" /></a><hr /><h3 id="example-2">Example 2</h3><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/2_a.png"><img src="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/2_a.png" alt="Input" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/2_b.png"><img src="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/2_b.png" alt="Output" /></a><hr /><h3 id="example-3">Example 3</h3><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/3_a.png"><img src="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/3_a.png" alt="Input" /></a><a target="_blank" rel="ugc" href="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/3_b.png"><img src="https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA/resolve/main/examples/3_b.png" alt="Output" /></a><hr /><h2 id="extended-description">📖 Extended description</h2>This LoRA was primarily trained on humans, but it also works with objects. Its main purpose is to preserve identity — facial features, clothing, or object characteristics — from the reference image, while adapting them to the pose and composition defined by the depth map.<hr /><h2 id="how-to-use">⚙️ How to use</h2><ul><li>Concatenate two images side by side:<ul><li>Left: reference image (person or object)</li><li>Right: depth map (grayscale or silhouette)</li></ul></li><li>Add the trigger word <code>redepthkontext</code> in your prompt.</li></ul><h3 id="example-prompt">✅ Example prompt</h3>redepthkontext change depth map to photo<hr /><h2 id="what-it-does">🎯 What it does</h2><ul><li>Preserves character or object identity across generations.</li><li>Embeds the subject into the new pose/scene defined by the depth map.</li><li>Works best when the depth map has similar proportions and sizes to the reference.</li></ul><hr /><h2 id="tips">⚡ Tips</h2><ul><li>Works better if the depth map is not drastically different in object scale.</li><li>Can be combined with text prompts for additional background/environment control.</li></ul><hr /><h2 id="use-cases">📌 Use cases</h2><ul><li>Human portraits in different poses.</li><li>Consistent character design across multiple scenes.</li><li>Object transformations (cars, furniture, props) with depth-guided placement.</li><li>Storyboarding, comics, or animation frame generation.</li></ul>

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