I just let them get wet. If they get so full of water that it bothers me, I'll just unclip, pull it off, dump it, and put it back on. Not even any need to stop for that operation.

I embrace the rain. If water falls from the sky, I just try to stay warm, not dry. I need my airflow, so ponchos and jackets are OUT.