In an opinion piece in the latest issue of Neuron, Michael Milham argues that the neuroimaging community needs to reform into a culture of  'open science', to overcome barriers such as large data sets, high data dimensionality, and limited storage capability. The article lists many open science initiatives and tools within neuroinformatics.