--- a/README.md
+++ b/README.md
@@ -1,40 +1,40 @@
-# DeepMesh
-Motion tracking results of DeepMesh (the proposed method). 
-Results are shown by overlaping meshes and images. Red contours are predicted results while green contours are ground truth
-SAX | 2CH| 4CH 
---- | --- | --- 
-<img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/sa_mid_pred.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/la_2ch_pred.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/la_4ch_pred.gif" width="120" height="120" /> 
-
-Comparison methods
-FFD | dDemons | 3D-UNet | MulViMotion|MeshMotion|DeepMesh(Proposed)
---- | --- | --- | ---| --- | ---
-<img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/FFD_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/dDemons_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/3DUnet_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/MulviMotion_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/MeshMotion_crop.gif" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/DeepMesh_crop.gif" width="120" height="120" />
-
-
-# Network Architectures
-
-**The network architecture of the Deformation network (H_D(·))**
-<p align="center">
-    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/DeformationNetwork.png" width="100%" height="100%">
-</p>
-
-
-**The network architecture of the Motion network (H_M(·))**
-<p align="center">
-    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/MotionNetwork.png" width="100%" height="100%">
-</p>
-
-
-**The network architecture for 2D feature learning in the Motion network**
-<p align="center">
-    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/2DFeatureLearning.png" width="100%" height="100%">
-</p>
-
-
-
-**The network architecture for 3D feature learning in the Motion network**
-<p align="center">
-    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/3DFeatureLearning.png" width="100%" height="100%">
-</p>
-
-
+# DeepMesh
+Motion tracking results of DeepMesh (the proposed method). 
+Results are shown by overlaping meshes and images. Red contours are predicted results while green contours are ground truth
+SAX | 2CH| 4CH 
+--- | --- | --- 
+<img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/sa_mid_pred.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/la_2ch_pred.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/la_4ch_pred.gif?raw=true" width="120" height="120" /> 
+
+Comparison methods
+FFD | dDemons | 3D-UNet | MulViMotion|MeshMotion|DeepMesh(Proposed)
+--- | --- | --- | ---| --- | ---
+<img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/FFD_crop.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/dDemons_crop.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/3DUnet_crop.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/MulviMotion_crop.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/MeshMotion_crop.gif?raw=true" width="120" height="120" /> | <img src="https://github.com/qmeng99/DeepMesh/blob/main/gifs/DeepMesh_crop.gif?raw=true" width="120" height="120" />
+
+
+# Network Architectures
+
+**The network architecture of the Deformation network (H_D(·))**
+<p align="center">
+    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/DeformationNetwork.png?raw=true" width="100%" height="100%">
+</p>
+
+
+**The network architecture of the Motion network (H_M(·))**
+<p align="center">
+    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/MotionNetwork.png?raw=true" width="100%" height="100%">
+</p>
+
+
+**The network architecture for 2D feature learning in the Motion network**
+<p align="center">
+    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/2DFeatureLearning.png?raw=true" width="100%" height="100%">
+</p>
+
+
+
+**The network architecture for 3D feature learning in the Motion network**
+<p align="center">
+    <img src="https://github.com/qmeng99/DeepMesh/blob/main/network_architecture/3DFeatureLearning.png?raw=true" width="100%" height="100%">
+</p>
+
+