Docstrings should start with a one-line summary, if possible:

https://github.com/numpy/numpy/blob/master/doc/HOWTO_DOCUMENT.rst.txt#sections

[See PR to this branch](https://github.com/chintak/scikit-image/pull/4) for an example.