README.md

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license: apache-2.0
size_categories:
- 1K<n<10K
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# Flux Kontext RefControl Dataset

This dataset was created for training **Flux Kontext RefControl LoRAs**.  
It provides paired data of **control maps** (depth, pose, lineart, canny) and their **corresponding results** for reference-guided training.

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## 📂 Dataset Structure

```text
dataset/
│
├── depth/
│   ├── control/   # depth maps
│   └── result/    # corresponding images
│
├── pose/
│   ├── control/   # pose skeletons / keypoints
│   └── result/    # corresponding images
│
├── lineart/
│   ├── control/   # lineart outlines
│   └── result/    # corresponding images
│
├── canny/
│   ├── control/   # canny edge maps
│   └── result/    # corresponding images
```




- Files in `control` and `result` share the same names.  
  Example: `depth/control/0001.png` ↔ `depth/result/0001.png`

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## 🎯 Purpose

The dataset is designed to train LoRAs that:
- Preserve **identity** (faces, style, object details).
- Follow **control signals**: depth, pose, lineart, or canny edges.
- Enable consistent and controllable generation with **Flux Kontext** models.

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## 📸 Data Source & Attribution

All images were sourced from **[Pexels](https://www.pexels.com/)** under the **CC0 license**.  
For this dataset, we carefully selected **photo series** where:
- The **object or person remained the same**,  
- But **pose, position, or composition changed** across the sequence.  

This approach ensures strong consistency for reference-based training while enabling meaningful variation for control tasks.

🙏 **A huge thank you to the talented photographers on Pexels** for sharing their work openly and making this dataset possible.

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## 🔗 Related LoRAs

- **[Depth Reference Fusion LoRA](https://huggingface.co/thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA)**  
  Trigger: `redepthkontext`  
  Preserves identity while following a depth map.

- **[Reference Pose LoRA](https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-pose-lora)**  
  Trigger: `refcontrolpose`  
  Uses a pose skeleton to transfer style/identity to a new pose.

- **[Reference Lineart LoRA](https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-lineart-lora)**  
  Trigger: `refcontrollineart`  
  Controls proportions with lineart while keeping style.

- **[Reference Canny LoRA](https://huggingface.co/thedeoxen/refcontrol-flux-kontext-reference-canny-lora)**  
  Trigger: `refcontrolcanny`  
  Uses canny edges for precise contour control.

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