Plastic splash guards?

Bronze Barracuda said
I've always seen/heard them called splash shields.

Yup, that's what I call them. Mud flaps/guards are the ugly rubber/plastic things that hang off the bottom of the fender/quarter, the kind of thing that you see Yosemite Sam on for semi's.