Update README.md

README.md

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-license: mit
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+---
+license: mit
+---
+
+# BeautyBank-Inference-Dataset
+
+This dataset is used for inference in the paper:  
+📄 **"BeautyBank: Encoding Facial Makeup in Latent Space"**  
+[🔗 arXiv:2411.11231](https://arxiv.org/abs/2411.11231)
+
+## 📌 About the Dataset
+This dataset provides reference images and their corresponding **makeup codes**, enabling inference using the **BeautyBank** model.  
+It allows users to apply various makeup styles without requiring training data.
+
+## 📂 Dataset Contents
+- 📁 **BeautyBank-Inference-Dataset.zip** → Contains **1289 reference images (PNG format)** for selecting makeup styles.
+- 📄 **refined_makeup_code.npy** → Encoded makeup features for inference.
+
+## 📥 Download and Usage
+
+Since the images are stored in a ZIP file, you need to extract them before use:
+```bash
+unzip BeautyBank-Inference-Dataset.zip -d makeup_images/
+```
+
+## Citation
+If you use this dataset, please cite our paper:
+```bibtex
+@article{BeautyBank2024,
+  title={BeautyBank: Encoding Facial Makeup in Latent Space},
+  author={Qianwen Lu, et al.},
+  journal={arXiv preprint},
+  year={2024},
+  eprint={2411.11231},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV}
+}
+```