It depends on the cause. "Walking pneumonia" is a common term for mild pneumonia, which can have a variety of causes. It also is used to refer to pneumonia caused by atypical bacteria called Mycoplasma pneumoniae. Mycoplasma pneumonia usually remains mild and won't turn into "regular" pneumonia, but mild pneumonia due to other causes can get worse.