Walking pneumonia may sound scary, but it just means a mild case of pneumonia -- the patient is "walking" around instead of lying in bed or in a hospital. Hillary Clinton is just one of an estimated four to five million people who pick up a similar lung infection each year in the US. In Australia, around two in 1000 people will be diagnosed annually.