Update model card with metadata and usage instructions

README.md

@@ -1,16 +1,20 @@
 ---
-license: apache-2.0
-language:
-- en
 base_model:
 - Wan-AI/Wan2.1-T2V-1.3B
 - Qwen/Qwen-Image-Edit-2509
-pipeline_tag: any-to-any
+language:
+- en
+license: apache-2.0
+pipeline_tag: other
+library_name: diffusers
+arxiv: 2601.20175
 tags:
 - video
 - image
 - stylization
+- style-transfer
 ---
+
 <div align="center">
 
 <h1><b>TeleStyle: Content-Preserving Style Transfer in Images and Videos</b></h1>
@@ -36,19 +40,41 @@ Shiwen Zhang, Xiaoyan Yang, Bojia Zi, Haibin Huang, Chi Zhang, Xuelong Li
   </a>
 </p>
 
+TeleStyle is a lightweight yet effective model for both image and video stylization. Built upon Qwen-Image-Edit, it leverages a Curriculum Continual Learning framework to achieve high-fidelity content preservation and style customization across diverse, in-the-wild style categories.
 
-## 🔔News
+## 🔔 News
 
 - [2026-01-28]: Released [Code](https://github.com/Tele-AI/TeleStyle), [Model](https://huggingface.co/Tele-AI/TeleStyle), [Paper](http://arxiv.org/abs/2601.20175).
 
 ## How to use
 
-- Please refer to [**🔗 GitHub**](https://github.com/Tele-AI/TeleStyle) for usage.
+### 1. Installation
+
+```bash
+pip install -r requirements.txt
+```
+
+### 2. Inference
+
+We provide inference scripts for running TeleStyle on demo inputs for each task:
+
+#### Image Stylization
+To generate a stylized image using a reference style image and a content image:
+```bash
+python telestyleimage_inference.py --image_path assets/example/0.png --style_path videos/1.png --output_path results/image.png
+```
+
+#### Video Stylization
+To generate a stylized video using a stylized first frame and a content video:
+```bash
+python telestylevideo_inference.py --video_path assets/example/1.mp4 --style_path assets/example/1-0.png --output_path results/video.mp4
+```
 
+For more details, please refer to the [**🔗 GitHub**](https://github.com/Tele-AI/TeleStyle) repository.
 
 ## 🌟 Citation
 
-If you find UniVideo useful for your research and applications, please cite using this BibTeX:
+If you find TeleStyle useful for your research and applications, please cite using this BibTeX:
 
 ```bibtex
 @article{teleai2026telestyle,