Depending on what you have/have not installed you might need to install many other dependencies here.
sudo apt-get install libpng12-dev libtiff4-dev
Download source from: https://sourceforge.net/projects/itk/postdownload?source=dlp
tar xzvf InsightToolkit-4.13.0.tar.gz