Update README.md

README.md

@@ -8,10 +8,47 @@ tags:
 - personalization
 - multi-subject
 ---
-# XVerse
+# XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation
 
-Official model of "XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation".
+This repository contains the official model of the paper [XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation](https://arxiv.org/abs/2506.21416).
 
-Paper Link: https://arxiv.org/abs/2506.21416
+<p align="center">
+    <a href="https://arxiv.org/abs/2506.21416">
+            <img alt="Build" src="https://img.shields.io/badge/arXiv%20paper-2506.21416-b31b1b.svg">
+    </a>
+    <a href="https://bytedance.github.io/XVerse/">
+        <img alt="Project Page" src="https://img.shields.io/badge/Project-Page-blue">
+    </a>
+    <a href="https://github.com/bytedance/XVerse">
+        <img alt="Github" src="https://img.shields.io/badge/GitHub-Code-darkgreen.svg?logo=github">
+    </a>
+    <a href="https://huggingface.co/ByteDance/XVerse">
+        <img alt="Build" src="https://img.shields.io/badge/🤗-HF%20Model-yellow">
+    </a>    
+</p>
 
-Github Code: https://github.com/bytedance/XVerse
+![XVerse's capability in single/multi-subject personalization and semantic attribute control (pose, style, lighting)](https://github.com/bytedance/XVerse/raw/main/sample/first_page.png)
+
+## Introduction
+
+**XVerse** introduces a novel approach to multi-subject image synthesis, offering **precise and independent control over individual subjects** without disrupting the overall image latents or features. We achieve this by transforming reference images into offsets for token-specific text-stream modulation.
+
+This innovation enables high-fidelity, editable image generation where you can robustly control both **individual subject characteristics** (identity) and their **semantic attributes**. XVerse significantly enhances capabilities for personalized and complex scene generation.
+
+## How to Use
+see https://github.com/bytedance/XVerse
+
+Where to send questions or comments about the model: https://github.com/bytedance/XVerse/issues
+
+## Citation
+If XVerse is helpful, please help to ⭐ the repo.
+
+If you find this project useful for your research, please consider citing our paper:
+```bibtex
+@article{chen2025xverse,
+  title={XVerse: Consistent Multi-Subject Control of Identity and Semantic Attributes via DiT Modulation},
+  author={Chen, Bowen and Zhao, Mengyi and Sun, Haomiao and Chen, Li and Wang, Xu and Du, Kang and Wu, Xinglong},
+  journal={arXiv preprint arXiv:2506.21416},
+  year={2025}
+}
+```