The common surgical face masks you'll often see people from Asia wear in public are only useful if YOU have the virus by reducing the chance of people catching the virus from you. There are, however, N95 respirator masks that are useful for protecting the uninfected from catching the virus.

Source: https://www.cdc.gov/coronavirus/2019-ncov/hcp/respirator-use...