How can I keep my knee-high boots from slouching?

I have boots that come just up to my knees with the upper made of that black stretchy material. I wear them with knee-high hose since I can't stand to not wear some kind of sock with them, but they are constantly slouching. Is there any way I can keep them up where they belong?