diff --git a/README.md b/README.md
index 60bf26f..be6aabd 100644
--- a/README.md
+++ b/README.md
@@ -1,8 +1,7 @@
-Visualization of Deep Features of DeepLab's (https://github.com/tensorflow/models/tree/master/research/deeplab)
-CNN, as per  
+Visualization of Deep Features of [DeepLab's CNN](https://github.com/tensorflow/models/tree/master/research/deeplab), as shown in the following paper.
 
   **Giorgos Sfikas, João Patacas, Charalampos Psarros, Antigoni Noula, Dimosthenis Ioannidis, and Dimitrios Tzovaras, “A
 deep neural network-based method for the detection and accurate thermography statistics estimation of aerially surveyed
 structures,” in 19th International Conference on Construction Applications of Virtual Reality, 2019**
 
-using Tensorflow and scikit-learn
\ No newline at end of file
+The tools used are Tensorflow and scikit-learn.