Update README.md

README.md

@@ -1,5 +1,11 @@
 # C3D-LSTM--PyTorch
-C3D-LSTM implementation in PyTorch
+C3D-LSTM implementation in PyTorch.
+
+## C3D-LSTM Network Diagram:
+
+<p align="center"> <img src="C3D-LSTM.png?raw=true" alt="C3D-LSTM Network"/> </p>
+
+
 C3D-LSTM is used in the following papers:
 
 1. [Learning to Score Olympic Events](https://arxiv.org/abs/1611.05125)
@@ -10,8 +16,3 @@ C3D-LSTM is used in the following papers:
 Originally I had implemented [C3D-LSTM](https://github.com/ParitoshParmar/LTSOE) in Caffe. I haven't tested this PyTorch version for exact results, but it should give results close to original implementation.
 
 Replace '...' with actual directories.
-
-## C3D-LSTM Network Diagram:
-
-
-<p align="center"> <img src="C3D-LSTM.png?raw=true" alt="C3D-LSTM Network"/> </p>