I agree with Zuzu, and they look much too pretty to remove in my opinion. I would add a Clematis to grow among them, and provide some nice green foliage that would hide naked canes that have lost leaves, as well as another season of bloom.
"...and don't think the garden loses its ecstasy in winter. It's quiet, but the roots are down there riotous." Rumi
