Unless you are friends already, if you attempt to talk with them and it either goes bad or they don't care and ignore you, when you decide it is time to call the police, they will know who called. It could start a bigger neighbor war that you realize or bargain for in the beginning. If they have barking dogs they KNOW it is a disruption. That's likely why the doga are outside instead of inside.
Let the police handle people that are rude, unneighborly, disruptive and disturbing the peace. That's their job. 4951