In this talk, we will present stochastic epidemic models with infection-age dependent infectivity for which a measure-valued process is used to describe the evolution dynamics. We will discuss the SPDE as the scaling limit for the measure-valued processes, together with the other epidemic processes. (This is joint work with Etienne Pardoux.)