Update README.md

README.md

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 ---
+base_model: black-forest-labs/FLUX.1-Kontext-dev
+base_model_relation: adapter
+library_name: diffusers
 license: apache-2.0
+tags:
+- lora
+- flux
+- flux-kontext
+- image-to-image
+- makeup-transfer
+- makeup-removal
+- safetensors
 ---
+
+<div align='center'>
+<h1 align="center">[ECCV 2026] Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer</h1>
+    Bo Wei<sup> 1*</sup>&emsp;
+    <a href='https://scholar.google.com/citations?user=wLTXeNwAAAAJ&hl=en&oi=ao' target='_blank'>Xianhui Lin</a><sup> 2†</sup>&emsp;
+    Yi Dong<sup> 2</sup>&emsp;
+    Zhongzhong Li<sup> 2</sup>&emsp;
+    Zonghui Li<sup> 2</sup>&emsp;
+    <a href='https://scholar.google.com/citations?hl=en&user=BhmLztgAAAAJ' target='_blank'>Zirui Wang</a><sup> 2</sup>&emsp;
+</div>
+
+<div align='center'>
+    <a href='https://scholar.google.com/citations?hl=en&user=12MzNVkAAAAJ' target='_blank'>Jiachen Yang</a><sup> 2</sup>&emsp;
+    Xing Liu<sup> 2</sup>&emsp;
+    Hong Gu<sup> 2</sup>&emsp;
+    <a href='https://scholar.google.com/citations?hl=en&user=tmT_voUAAAAJ' target='_blank'>Xiaoming Li</a><sup> 3✉</sup>&emsp;
+    <a href='https://scholar.google.com/citations?hl=en&user=rUOpCEYAAAAJ' target='_blank'>Wangmeng Zuo</a><sup> 1✉</sup>
+</div>
+
+<div align='center'>
+    <sup>1 </sup>Harbin Institute of Technology&emsp;
+    <sup>2 </sup>vivo BlueImage Lab&emsp;
+    <sup>3 </sup>Nanjing University
+</div>
+
+<div align='center'>
+    <small><sup>*</sup> Work done during an internship at vivo.</small>&emsp;
+    <small><sup>†</sup> Project lead</small>
+</div>
+
+<div align="center">
+  <p>
+    <a href="https://arxiv.org/abs/2606.31089" target="_blank"><img src="https://img.shields.io/badge/arXiv-ART-red" alt="arXiv link"></a>&nbsp;
+    <a href="https://csbowei.github.io/ART/" target="_blank"><img src="https://img.shields.io/badge/Project-Homepage-green" alt="project homepage"></a>&nbsp;
+    <a href="https://github.com/csbowei/ART" target="_blank"><img src="https://img.shields.io/badge/GitHub-Code-blue?logo=github" alt="GitHub code"></a>
+  </p>
+</div>
+
+This repository provides the model weights for **ART: Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer**.
+
+ART is a makeup transfer framework that applies a reference cosmetic style to a source face while preserving identity, geometry, and fine-grained makeup details.
+
+## Files
+
+| File                                | Task            |
+| ----------------------------------- | --------------- |
+| `art_transfer_lora_512.safetensors` | Makeup transfer |
+| `art_demakeup_lora_512.safetensors` | Makeup removal  |
+
+Higher-resolution checkpoints will be released in the future. Stay tuned.
+
+## Usage
+
+These LoRA adapters are for [`black-forest-labs/FLUX.1-Kontext-dev`](https://huggingface.co/black-forest-labs/FLUX.1-Kontext-dev).
+
+Refer to the project repository: https://github.com/csbowei/ART
+
+Example:
+
+```bash
+# Makeup transfer: apply the reference's makeup onto the input face
+python infer.py \
+    --task        mt \
+    --input       ./examples/source/src_001.jpg \
+    --ref         ./examples/ref/ref_001.jpg \
+    --lora_path   /path/to/art_transfer_lora_512.safetensors \
+    --resolution  512
+```
+
+```bash
+# Makeup removal: strip cosmetics from the input face
+python infer.py \
+    --task        demakeup \
+    --input       ./examples/ref/ref_002.jpg \
+    --lora_path   /path/to/art_demakeup_lora_512.safetensors \
+    --resolution  512
+```
+
+## Citation
+
+```bibtex
+@article{wei2026art,
+  title={Anchoring on Reality: Breaking the Pseudo-Target Ceiling in Makeup Transfer},
+  author={Wei, Bo and Lin, Xianhui and Dong, Yi and Li, Zhongzhong and Li, Zonghui and Wang, Zirui and Yang, Jiachen and Liu, Xing and Gu, Hong and Li, Xiaoming and Zuo, Wangmeng},
+  journal={arXiv preprint arXiv:2606.31089},
+  year={2026}
+}
+```