The attacks are resistant to noise, or at least can made to be so. If every single input is tweaked in exactly the right direction, noise won't undo that. Most inputs will still be pointing in the adversarial direction. The noise will move some inputs back to their original position, but others will be pushed even further into adversarial territory.