As a larger human, myself, I never liked knee warmers. They probably work better the more cylindrical your legs are, but my quads are significantly larger than my calves and I can never get knee warmers to stay up.
That said, they are relatively inexpensive and probably worth a shot. When it gets too cold for just tights I'll throw on a pair of rain pants on top of 'em.