Update README.md

README.md

@@ -13,7 +13,9 @@ tags:
 <div align="center">
     <a href="https://arxiv.org/abs/2508.14475"><img src="https://img.shields.io/badge/Arxiv-preprint-red"></a>
     <a href="https://pxf0429.github.io/FGResQ/"><img src="https://img.shields.io/badge/Homepage-green"></a>
-    <a href='https://github.com/sxfly99/FGRestore/stargazers'><img src='https://img.shields.io/github/stars/sxfly99/FGRestore.svg?style=social'></a>
+    <a href="https://huggingface.co/spaces/orpheus0429/FGResQ"><img src="https://img.shields.io/badge/🤗%20Hugging%20Face-Spaces-blue"></a>
+    <a href='https://github.com/sxfly99/FGResQ/stargazers'><img src='https://img.shields.io/github/stars/sxfly99/FGResQ.svg?style=social'></a>
+    
 </div>
 
 <h1 align="center">Fine-grained Image Quality Assessment for Perceptual Image Restoration</h1>
@@ -42,6 +44,9 @@ tags:
 <div style="font-family: sans-serif; margin-bottom: 2em;">
     <h2 style="border-bottom: 1px solid #eaecef; padding-bottom: 0.3em; margin-bottom: 1em;">📰 News</h2>
     <ul style="list-style-type: none; padding-left: 0;">
+        <li style="margin-bottom: 0.8em;">
+            <strong>[2025-11-19]</strong> The model is now available on the <a href="https://huggingface.co/orpheus0429/FGResQ">HuggingFace Hub</a>. A live demo is also available on <a href="https://huggingface.co/spaces/orpheus0429/FGResQ">HuggingFace Spaces</a> for you to try it out directly in your browser.
+        </li>
         <li style="margin-bottom: 0.8em;">
             <strong>[2025-11-08]</strong> 🎉🎉🎉Our paper, "Fine-grained Image Quality Assessment for Perceptual Image Restoration", has been accepted to appear at AAAI 2026!
         </li>
@@ -68,6 +73,8 @@ pip install -r requirements.txt
 
 ### 2. Download Pre-trained Weights
 
+You can download the pre-trained model weights from the following link:
+[**Download Weights (Google Drive)**](https://drive.google.com/drive/folders/10MVnAoEIDZ08Rek4qkStGDY0qLiWUahJ?usp=drive_link), [**(Baidu Netdisk)**](https://pan.baidu.com/s/1a2IZbr_PrgZYCbUbjKLykA?pwd=9ivu) or [**(HuggingFace)**](https://huggingface.co/orpheus0429/FGResQ)
 
 Place the downloaded files in the `weights` directory.
 
@@ -101,6 +108,13 @@ from model.FGResQ import FGResQ
 # Path to the main model weights
 model_path = "weights/FGResQ.pth"
 
+# or use HuggingFace Model
+# from huggingface_hub import hf_hub_download
+# model_path = hf_hub_download(
+#     repo_id="orpheus0429/FGResQ",
+#     filename="weights/FGResQ.pth"
+# )
+
 # Initialize the inference engine
 model = FGResQ(model_path=model_path)
 ```
@@ -143,4 +157,4 @@ If you find this work is useful, pleaes cite our paper!
   author={Sheng, Xiangfei and Pan, Xiaofeng and Yang, Zhichao and Chen, Pengfei and Li, Leida},
   journal={arXiv preprint arXiv:2508.14475},
   year={2025}
-}
+}