How can I pin down/anchor a car seat cover for my dog?

It has elasticized corners and also straps that fit under the ends of the back seat, but these started popping up after less than a week of use by my dog. I can't seem to pull up that seat on my Prius in order to keep the straps in place, and want to tack the cover down somehow. Any ideas?

  7 answers