Mahotas is a library of fast computer vision algorithms (all implemented in C++) operates over numpy arrays for convenience.
If you use mahotas in a publication, please cite:
Luis Pedro Coelho. Mahotas: Open source software for scriptable computer vision in Journal of Open Research Software, vol 1, 2013. [DOI:10.5334/jors.ac]