Large neuroimaging efforts in human populations have potentiated discoveries about the brain and its disorders. Yet, preclinical research in animal models remains a central experimental tool to establish causal mechanisms behind these discoveries. Functional imaging experiments in rodents are marked by large qualitative differences, despite using similar imaging systems and animals with common genetical backgrounds. In this talk, I will present the advances in our multi-center collaborative projects to improve and standardize functional imaging in rodents.