In this talk I will present an overview of our activity on the computational modelling of transition metal oxide systems ranging from bulk, to surface and to nanoparticle models of realistic size at a quantum mechanical level of theory. I will discuss the examples of titanium dioxide (TiO2) and magnetite (Fe3O4) and highlight the crucial role played by polaronic effects in these materials.