Yes, it is a known characteristic of direct-injection engines. In these engines, the injectors work at high pressure in order to inject the gasoline directly into the combustion chamber. The high pressure operation causes the noise that you are hearing. Whether or not you actually hear it in a specific car depends on the injectors themselves, their position in the engine compartment, other noises produced by the engine, etc.