This project is motivated from this Kaggle Competition. This is basically a segmentation problem. Here I have used UNet network architecture which do extremely well in medical segmentation tasks. The datasets can be found here.
The network is designed using Keras framework. I have taken help from this notebook to build the keras model. All the code description is present in Ipython notebook file.
Here is one of the test image result:
