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refcontrol-FLUX.2-klein-9B-reference-normal-lora

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Initial upload: RefControl normal LoRA for FLUX.2 Klein 9B

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Files changed (7) hide show
  1. .gitattributes +3 -0
  2. README.md +120 -0
  3. flux2_klein_9b_refcontrol_normal.safetensors +3 -0
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  5. images/a (2).png +3 -0
  6. images/a (3).png +3 -0
  7. refcontrol_normal_flux_klein_9b.json +2409 -0
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+ ---
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+ license: apache-2.0
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+ base_model:
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+ - black-forest-labs/FLUX.2-klein-base-9B
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+ pipeline_tag: image-to-image
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+ tags:
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+ - flux
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+ - flux2
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+ - klein
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+ - normal
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+ - normal-map
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+ - controlnet
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+ - refcontrol
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+ - img2img
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+ - image
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+ - editing
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+ - lora
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+ library_name: diffusers
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+ ---
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+
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+ # RefControl FLUX.2 Klein 9B – Reference Normal LoRA
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+
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+ ## 📝 Short description
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+ A LoRA for **FLUX.2 Klein 9B Base** that fuses a **reference image** (identity) with a **normal map** (structure / surface orientation).
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+ It preserves **identity and style** from the reference while following the **3D shape and composition** from the normal control map.
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+
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+ **Trigger word:** `refcontrol`
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+
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+ <Gallery />
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+
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+ ---
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+
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+ ## 📊 Examples
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+
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+ Each preview is a **single combined image** from ComfyUI: **Normal → Reference → Result** (left to right).
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+
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+ <table>
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+ <thead>
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+ <tr>
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+ <th>Normal → Reference → Result</th>
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+ </tr>
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+ </thead>
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+ <tbody>
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+ <tr>
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+ <td><img src="https://huggingface.co/thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora/resolve/main/images/a (1).png" width="960" /></td>
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+ </tr>
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+ <tr>
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+ <td><img src="https://huggingface.co/thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora/resolve/main/images/a (2).png" width="960" /></td>
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+ </tr>
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+ <tr>
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+ <td><img src="https://huggingface.co/thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora/resolve/main/images/a (3).png" width="960" /></td>
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+ </tr>
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+ </tbody>
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+ </table>
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+ ---
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+
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+ ## 📖 Extended description
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+ This LoRA was primarily trained on **humans**, but it also works with **stylized characters** and some objects.
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+ Its main purpose is to **preserve identity** — facial features, hairstyle, clothing, or object details — from the reference image, while adapting the subject to the **structure and surface orientation** defined by the normal map.
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+
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+ **FLUX.2 Klein 9B Base** already handles reference + normal-guided transfer reasonably well with the right prompt alone. This LoRA builds on that capability — it improves consistency and **better preserves character identity and normal-map fidelity** than the base model without LoRA.
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+
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+ Part of the **RefControl** family: reference + control fusion for consistent, controllable generation on **FLUX.2 Klein 9B Base**.
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+
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+ ---
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+
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+ ## ⚙️ How to use
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+ 1. Use the **first image** as the **normal map** (structure / surface orientation).
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+ 2. Use the **second image** as the **reference** (character, person, or object).
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+ 3. Add the trigger word **`refcontrol`** in your prompt.
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+ 4. Adjust LoRA weight (recommended **0.8–1.0**) depending on how strongly you want to preserve identity.
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+
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+ ## ComfyUI requirements
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+ Normal map extraction in the included workflow uses **DSINE-NormalMapPreprocessor** (via [comfyui_controlnet_aux](https://github.com/Fannovel16/comfyui_controlnet_aux)):
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+
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+ https://github.com/Fannovel16/comfyui_controlnet_aux
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+
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+ You can disable the built-in normal preprocessor if your input is already a normal map image.
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+
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+ ### Base model
81
+ Trained on and recommended with [`black-forest-labs/FLUX.2-klein-base-9B`](https://huggingface.co/black-forest-labs/FLUX.2-klein-base-9B).
82
+ The undistilled Base variant is intended for LoRA training and custom pipelines (~50 inference steps, `guidance_scale` ~4.0).
83
+
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+ The LoRA also works with the **4-step distilled** [`black-forest-labs/FLUX.2-klein-9B`](https://huggingface.co/black-forest-labs/FLUX.2-klein-9B) for faster inference (~4 steps, `guidance_scale` ~1.0), but **quality may be slightly lower** — especially for identity and normal-map fidelity — compared to the Base model.
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+
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+ ### ✅ Example prompt
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+
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+ ```
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+ refcontrol
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+ ```
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+
92
+ ---
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+
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+ ## 🎯 What it does
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+ - Preserves **character or object identity** across generations.
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+ - Adapts the subject to a **new structure or composition** defined by the normal map.
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+ - Works best when the normal map has **similar proportions and scale** to the reference.
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+
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+ ---
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+
101
+ ## ⚡ Tips
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+ - Best results when the normal map is not drastically different in body scale or framing from the reference.
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+ - Combine with **text prompts** to refine background, lighting, or mood.
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+ - Can be combined with other **RefControl** LoRAs (canny, depth, pose, lineart) on compatible pipelines for multi-constraint generation.
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+ - **Normal maps** with clear surface orientation and consistent lighting work well as control input.
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+
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+ ---
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+
109
+ ## 📌 Use cases
110
+ - Character restyling while keeping identity and normal-defined structure.
111
+ - Consistent **character design** across different compositions.
112
+ - Illustration and storyboard generation with normal-guided layout.
113
+ - Object transformations with surface-orientation-guided placement.
114
+
115
+ ---
116
+
117
+ ## 📦 Files
118
+ - **Weights:** [`flux2_klein_9b_refcontrol_normal.safetensors`](https://huggingface.co/thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora/blob/main/flux2_klein_9b_refcontrol_normal.safetensors)
119
+ - **ComfyUI workflow:** [`refcontrol_normal_flux_klein_9b.json`](https://huggingface.co/thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora/blob/main/refcontrol_normal_flux_klein_9b.json)
120
+ - **Repo:** [thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora](https://huggingface.co/thedeoxen/refcontrol-FLUX.2-klein-9B-reference-normal-lora)
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