Atlases of the brain are an essential tool for neuroscientific research as they make it possible to see diverse and multimodal data in the same reference frame. This is particularly the case for the EPFL Blue Brain Project where our work requires the acquisition and integration of high quality maps of data of the rodent brain. As those data sets are acquired from different animals, the integration thereof requires a registration step, i.e. bringing individual datasets in spatial overlap.