Update README.md

README.md

@@ -15,7 +15,7 @@ license: apache-2.0
 
 <p>
   <a href="https://arxiv.org/abs/2606.09516"><img src="https://img.shields.io/badge/arXiv-2606.09516-b31b1b.svg?style=flat-square" alt="arXiv"></a>
-  <a href="https://github.com/H-oliday/SwiftVR/"><img src="https://img.shields.io/badge/Project-Page-1f8acb.svg?style=flat-square" alt="Project Page"></a>
+  <a href="https://h-oliday.github.io/SwiftVR/"><img src="https://img.shields.io/badge/Project-Page-1f8acb.svg?style=flat-square" alt="Project Page"></a>
   <a href="https://github.com/H-oliday/SwiftVR">
   <img src="https://img.shields.io/badge/GitHub-Code-181717.svg?style=flat-square&logo=github" alt="GitHub">
 </a>
@@ -23,6 +23,7 @@ license: apache-2.0
 </p>
 
 
+SwiftVR is a streaming one-step generative video restoration (VR) framework presented in [SwiftVR: Real-Time One-Step Generative Video Restoration](https://arxiv.org/abs/2606.09516).
 
 ## Updates
 
@@ -60,7 +61,7 @@ license: apache-2.0
 ## 🛠 Installation
 
 ```bash
-git clone https://github.com/Holiday/SwiftVR.git
+git clone https://github.com/H-oliday/SwiftVR.git
 cd SwiftVR
 
 conda create -n swiftvr python=3.10 -y
@@ -112,7 +113,7 @@ checkpoints/
 ```python
 from swiftvr import SwiftVRPipeline
 
-pipe = SwiftVRPipeline.from_pretrained("checkpoints/").to("cuda", dtype="bfloat16")
+pipe = SwiftVRPipeline.from_pretrained("H-oliday/SwiftVR").to("cuda", dtype="bfloat16")
 
 pipe.restore_video("low_quality.mp4", "restored.mp4", upscale=4)
 ```
@@ -190,6 +191,16 @@ https://www.apache.org/licenses/LICENSE-2.0
 
 Unless required by applicable law or agreed to in writing, this project is distributed on an **"AS IS" BASIS**, without warranties or conditions of any kind, either express or implied. See the [LICENSE](./LICENSE) file for the full license text.
 
+## 📜 Citation
+
+```bibtex
+@article{yan2026swiftvr,
+  title={SwiftVR: Real-Time One-Step Generative Video Restoration},
+  author={Yan, Jiaqi and Chen, Xiangyu and Zhong, Xinlin and Huang, Haibin and Zhang, Chi and Liu, Jie and Zhou, Jiantao and Li, Xuelong},
+  journal={arXiv preprint arXiv:2606.09516},
+  year={2026}
+}
+```
 
 
 ## Contact