Update README.md

README.md

@@ -37,7 +37,7 @@ Chunyu Xie*, Bin Wang*, Fanjing Kong, Jincheng Li, Dawei Liang, Gengshen Zhang,
 [![DeepWiki](https://img.shields.io/badge/DeepWiki-FG--CLIP-blue.svg?logo=data:image/png;base64,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)](https://deepwiki.com/360CVGroup/FG-CLIP)
 
 <p align="center">
-  <img src="https://huggingface.co/qihoo360/fg-clip2-base/resolve/main/use_imgs/FGCLIP2_compare_all_n.png" width="500" height="440"/>
+  <img src="https://github.com/360CVGroup/FG-CLIP/blob/main/use_imgs/FGCLIP2_compare_all_n.png" width="500" height="440"/>
 </p>
 
 ## Quick Start 🤗
@@ -112,7 +112,7 @@ logits_per_image = logits_per_image * logit_scale.exp() + logit_bias
 # The original Github example does not print probabilities for retrieval, keeping consistency.
 ```
  <p align="left">
-  <img src="https://huggingface.co/qihoo360/fg-clip2-base/resolve/main/use_imgs/cn_re_demo.png" width=100%/>
+  <img src="https://github.com/360CVGroup/FG-CLIP/blob/main/use_imgs/cn_re_demo.png" width=100%/>
 </p>
 
 ### Dense feature effect display
@@ -191,7 +191,7 @@ plt.close()
 ```
 
  <p align="left">
-  <img src="https://huggingface.co/qihoo360/fg-clip2-base/resolve/main/use_imgs/FGCLIP2_dfcolor_cat_all_2K.png" width=100%/>
+  <img src="https://github.com/360CVGroup/FG-CLIP/blob/main/use_imgs/FGCLIP2_dfcolor_cat_all_2K.png" width=100%/>
 </p>
 
 ## Citation