Yes. There are times when in unknown places, you have to interact with strangers.  Whether it is for asking for directions, time, or an address, you need to interact with natives.  Thus, it is not rude to ask for such things from strangers. There will be times when a French speaker will ask you for help. Therefore it should not be considered rude.