Update README.md

README.md

@@ -22,3 +22,22 @@ Swin Transformer layer as our basic blocks and apply to U-Net
 architecture for image denoising.
 
 ## Network Architecture  
+
+<table>
+  <tr>
+    <td colspan="2"><img src = "https://i.imgur.com/1UX5j3x.png" alt="CMFNet" width="800"> </td>  
+  </tr>
+  <tr>
+    <td colspan="2"><p align="center"><b>Overall Framework of SUNet</b></p></td>
+  </tr>
+
+  <tr>
+    <td> <img src = "https://imgur.com/dOjxV93" width="400"> </td>
+    <td> <img src = "https://i.ibb.co/W0yk5hn/MSC.png" width="400"> </td>
+  </tr>
+  <tr>
+    <td><p align="center"><b>Branch U-Net architecture</b></p></td>
+    <td><p align="center"> <b>Mixed Skip Connection (MSC)</b></p></td>
+  </tr>
+</table>
+