One advantage of riding with rain covers is that it protects the panniers from sun damage. I rode with Arkel panniers for a few years. Ultimately, the covers were worthless in the rain, but my panniers under the bottom looked brand new!
I have a friend who sews her own bright pink pannier covers. The bright color is important to her, she refreshes with a fresh set of covers about every six months.