Update README.md

README.md

@@ -4,8 +4,14 @@
 
 ![Teaser Image](http://richzhang.github.io/colorization/resources/images/teaser3.jpg)
 
+### Installation ###
 We include demo usage as an iPython notebook, under [./demo/colorization_demo_v0.ipynb](https://github.com/richzhang/colorization/blob/master/demo/colorization_demo_v0.ipynb). Clone the master branch of the respository using `git clone -b master --single-branch https://github.com/richzhang/colorization.git`, `cd` into the `demo` directory, run `ipython notebook` and open `colorization_demo_v0.ipynb` in your web browser.
 
+### Dependencies ###
 This demo code requires a working installation of [Caffe](http://caffe.berkeleyvision.org/) and basic Python libraries (numpy, pyplot, skimage, scipy). For guidelines and help with installation of Caffe, consult the [installation guide](http://caffe.berkeleyvision.org/) and [Caffe users group](https://groups.google.com/forum/#!forum/caffe-users).
 
-Should you wish to share your colorizations with us, please email Richard Zhang with subject "MyColorization" at [email protected]. Also contact Richard for any questions or comments. If you find this model useful for your resesarch, please use this [bibtex](http://richzhang.github.io/index_files/bibtex_arxiv2016_colorization.txt) to cite.
+### Citation ###
+If you find this model useful for your resesarch, please use this [bibtex](http://richzhang.github.io/index_files/bibtex_arxiv2016_colorization.txt) to cite.
+
+### Misc ###
+Should you wish to share your colorizations with us, please email Richard Zhang with subject "MyColorization" at [email protected]. Also contact Richard for any questions or comments.