Assuming you're talking about adversarial examples in general (a one pixel attack would definitely be stopped by a median filter), yes. Median filters, gaussian

Assuming you're talking about adversarial examples in general (a one pixel attack would definitely be stopped by a median filter), yes. Median filters, gaussian filters, gaussian noise, all don't provide significant barriers against attack.