No, but you can probably spray the lower 20..40 cm of your house with stone chip protection / underbody protection (a car maintenance product). Getting it off later is going to be interesting, though. If you have frequent floods, maybe you'll want to keep it. :D
Since my house is made of aerated concrete, stone chip protection is included in my contingency plan.